{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "# coding : unicode_escape\n",
    "import pandas as pd\n",
    "import os\n",
    "import numpy as np\n",
    "import datetime\n",
    "from matplotlib import pyplot as plt\n",
    "import pickle\n",
    "import re\n",
    "import copy\n",
    "from pypinyin import lazy_pinyin\n",
    "from DiDiTTI_utils import *\n",
    "from StrictDataFormat import StrictDataFormat\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<font color=#0029CC size=4>This dataset contains Chinese. To display Chinese when using matplotlib, specify `FontProperties` attribute. If you don't have visualization needs, you can also skip following step.</font>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "from matplotlib.font_manager import FontProperties\n",
    "font_path = r\"c:\\windows\\fonts\\simsun.ttc\" # specify a FontProperties attribute there.\n",
    "font = FontProperties(fname=font_path,size=15)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<font color=#0029CC size=4>Run this whole ipynb script once to process one dataset, and modify the currently processed `city` by specifying the value of city.</font>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "You are processing `西安市` dataset.\n"
     ]
    }
   ],
   "source": [
    "root = os.path.join(os.getcwd(),\"DiDiData\")\n",
    "city_list = ['成都市','济南市','海口市','深圳市','苏州市','西安市']\n",
    "# choose city\n",
    "city = city_list[5]\n",
    "print(\"You are processing `{}` dataset.\".format(city))\n",
    "data_path = os.path.join(root,city)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<font color=#0029CC size=4>loading `boundary.txt` and` road.txt`...</font>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>obj_id</th>\n",
       "      <th>obj_name</th>\n",
       "      <th>geom</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>10</td>\n",
       "      <td>西安市</td>\n",
       "      <td>POLYGON((108.37161 33.79388,108.36954 33.79387...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>753</td>\n",
       "      <td>蓝田县</td>\n",
       "      <td>POLYGON((109.44918 33.8387,109.4474 33.83884,1...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>754</td>\n",
       "      <td>雁塔区</td>\n",
       "      <td>POLYGON((108.91066 34.17078,108.91014 34.1708,...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>755</td>\n",
       "      <td>临潼区</td>\n",
       "      <td>POLYGON((109.35936 34.27677,109.35861 34.2769,...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>758</td>\n",
       "      <td>莲湖区</td>\n",
       "      <td>POLYGON((108.9096 34.23905,108.90947 34.23911,...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   obj_id obj_name                                               geom\n",
       "0      10      西安市  POLYGON((108.37161 33.79388,108.36954 33.79387...\n",
       "1     753      蓝田县  POLYGON((109.44918 33.8387,109.4474 33.83884,1...\n",
       "2     754      雁塔区  POLYGON((108.91066 34.17078,108.91014 34.1708,...\n",
       "3     755      临潼区  POLYGON((109.35936 34.27677,109.35861 34.2769,...\n",
       "4     758      莲湖区  POLYGON((108.9096 34.23905,108.90947 34.23911,..."
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "boundary = pd.read_csv(os.path.join(data_path,\"boundary.txt\"),sep='\t',encoding='utf-8')\n",
    "boundary.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "road shape is  (39405961, 5)\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>obj_id</th>\n",
       "      <th>batch_time</th>\n",
       "      <th>tti</th>\n",
       "      <th>speed</th>\n",
       "      <th>date</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>263962</td>\n",
       "      <td>2018-01-01 00:00:00</td>\n",
       "      <td>1.05467</td>\n",
       "      <td>41.9732</td>\n",
       "      <td>2018-01-01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>263598</td>\n",
       "      <td>2018-01-01 00:00:00</td>\n",
       "      <td>1.01951</td>\n",
       "      <td>40.9904</td>\n",
       "      <td>2018-01-01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>263517</td>\n",
       "      <td>2018-01-01 00:00:00</td>\n",
       "      <td>1.09328</td>\n",
       "      <td>38.4469</td>\n",
       "      <td>2018-01-01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>263338</td>\n",
       "      <td>2018-01-01 00:00:00</td>\n",
       "      <td>1.17827</td>\n",
       "      <td>37.2568</td>\n",
       "      <td>2018-01-01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>263964</td>\n",
       "      <td>2018-01-01 00:00:00</td>\n",
       "      <td>1.10266</td>\n",
       "      <td>37.0104</td>\n",
       "      <td>2018-01-01</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   obj_id           batch_time      tti    speed        date\n",
       "0  263962  2018-01-01 00:00:00  1.05467  41.9732  2018-01-01\n",
       "1  263598  2018-01-01 00:00:00  1.01951  40.9904  2018-01-01\n",
       "2  263517  2018-01-01 00:00:00  1.09328  38.4469  2018-01-01\n",
       "3  263338  2018-01-01 00:00:00  1.17827  37.2568  2018-01-01\n",
       "4  263964  2018-01-01 00:00:00  1.10266  37.0104  2018-01-01"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "road = pd.read_csv(os.path.join(data_path,\"{}.txt\".format(city)),header=None,names=[\"obj_id\",\"batch_time\",\"tti\",\"speed\"],sep=',',encoding='utf-8')\n",
    "f = lambda x:x.split()[0]\n",
    "road['date'] = road[['batch_time']].applymap(f)\n",
    "print(\"road shape is \",road.shape)\n",
    "road.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# We need to count the missing data, and then delete the roads with more missing data.\n",
    "<font color=#0029CC size=4>`Mins_count` is the total number of valid records, and ` days_count` is the number of days with valid records.</font>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "mins_count = []\n",
    "days_count = []\n",
    "road_id = []\n",
    "\n",
    "for ind,tmp in road.groupby('obj_id'):\n",
    "    mins_count.append(tmp.shape[0])\n",
    "    days_count.append(len(set(tmp['date'])))\n",
    "    road_id.append(ind)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "mins_count = np.array(mins_count)\n",
    "days_count = np.array(days_count)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<font color=#0029CC size=4>Following shows the total number of records for each road.</font>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0x1d24f9a8940>]"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.plot(list(range(len(mins_count))),mins_count)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<font color=#0029CC size=4>When the valid record is less than `threshhold`, we delete this road.</font>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "total roads number :792 and 38 roads less then 40000 record.\n",
      "[39020 37019 36989 36807 32643 15372 15227 32979 28046  3224 20209 18590\n",
      " 19439 31663 33644 35870 35869 36706 36741   143   251 39140 37420 35470\n",
      " 36321 39340 39475 36171 35986 37612 38310 24442 22271 39551 24599 29533\n",
      " 35271 33244]\n"
     ]
    }
   ],
   "source": [
    "threshhold = 40000\n",
    "ind_A = np.argwhere((mins_count<threshhold)).flatten()\n",
    "print(\"total roads number :{} and \".format(len(mins_count))+\"{} roads less then {} record.\".format(ind_A.shape[0],threshhold))\n",
    "print(mins_count[ind_A])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<font color=#0029CC size=4>Following shows the number of days with valid records for each road.</font>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0x1d250a17320>]"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.plot(list(range(len(days_count))),days_count)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<font color=#0029CC size=4>When the `threshhold` is less than 335, we delete this road.</font>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "total roads number :792 and 5 roads less then 335 record\n",
      "[330  49  91 326 326]\n"
     ]
    }
   ],
   "source": [
    "threshhold = 335\n",
    "ind_B = np.argwhere((days_count<threshhold)).flatten()\n",
    "print(\"total roads number :{} and \".format(len(days_count))+\"{} roads less then {} record\".format(ind_B.shape[0],threshhold))\n",
    "print(days_count[ind_B])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "There are 40 roads need to be deleted.\n",
      "Their obj_id are:  [263226 263297 263304 263305 263423 263424 263425 263426 263427 263428\n",
      " 263429 263432 263433 263442 263443 263524 263525 263528 263529 263544\n",
      " 263545 263578 263579 263604 263605 263623 263642 263643 263670 263672\n",
      " 263673 263678 263679 263680 263681 263704 263734 263735 263742 263743]\n"
     ]
    }
   ],
   "source": [
    "# merge ind_A and ind_B\n",
    "ind_merge = np.unique(np.append(ind_A,ind_B))\n",
    "print(\"There are {} roads need to be deleted.\".format(ind_merge.shape[0]))\n",
    "del_id = np.array(road_id)[ind_merge]\n",
    "print(\"Their obj_id are: \",del_id)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "road shape before deleting: (39405961, 5)\n",
      "road shape after deleting: (38182792, 5)\n"
     ]
    }
   ],
   "source": [
    "# deleting\n",
    "drop_tmp = np.array([],dtype=int)\n",
    "for ind in del_id:\n",
    "    drop_tmp = np.append(drop_tmp,np.where(road['obj_id']==ind)[0].flatten())\n",
    "print(\"road shape before deleting:\",road.shape)\n",
    "road.drop(drop_tmp,inplace = True)\n",
    "print(\"road shape after deleting:\",road.shape)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<font color=#0029CC size=4>Update `road_id` after deleting some roads.</font>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [],
   "source": [
    "# update road_id\n",
    "tmp = road_id[::]\n",
    "for index in ind_merge:\n",
    "    road_id.remove(tmp[index])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<font color=#0029CC size=4>Check the values of `mins_count` and `days_count` and find they both greater than the aforementioned `threshold` .</font>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0x1d251c00eb8>]"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# check mins_count after deleting\n",
    "count = []\n",
    "for id,tmp in road.groupby('obj_id'):\n",
    "    count.append(tmp.shape[0])\n",
    "count = np.array(count)\n",
    "plt.plot(list(range(len(count))),count)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0x1d251c5d748>]"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# check days_count after deleting\n",
    "count = []\n",
    "for id,tmp in road.groupby('obj_id'):\n",
    "    count.append(len(set(tmp['date'])))\n",
    "count = np.array(count)\n",
    "plt.plot(list(range(len(count))),count)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Find the time range of current dataset. \n",
    "<font color=#0029CC size=4>In fact, the time range of all datasets is `[2018-01-01,2018-12-30]`.</font>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [],
   "source": [
    "#show start time\n",
    "RangeSet = []\n",
    "for id,tmp in road.groupby('obj_id'):\n",
    "    RangeSet.append((tmp.iloc[0]['date'],tmp.iloc[-1]['date']))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(2018-01-01, 2018-12-30)    752\n",
       "dtype: int64"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# statistics of time range\n",
    "pd.Series(RangeSet).value_counts()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Transform data into matrix with shape (8736, len(road_id))\n",
    "<font color=#0029CC size=4>Note:`8736` is calculated by `24 hours` * `364 days`.</font>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "This dataset has 364 days record.\n",
      "Every day has 144 valid records.\n"
     ]
    }
   ],
   "source": [
    "# map function from date to order\n",
    "date2index = {}\n",
    "month = {1,3,5,7,8,10}\n",
    "pattern = \"2018-{:0>2}-{:0>2}\"\n",
    "index = 0\n",
    "\n",
    "for j in range(1,13):\n",
    "    if j in month:\n",
    "        i = 31\n",
    "    elif j==2:\n",
    "        i = 28\n",
    "    else:\n",
    "        i = 30\n",
    "    for i in range(1,i+1):\n",
    "        date2index[pattern.format(j,i)] = index\n",
    "        index += 1\n",
    "print(\"This dataset has {} days record.\".format(len(date2index)))\n",
    "\n",
    "minu2index = {}\n",
    "pattern = \"{:0>2}:{:0>2}:00\"\n",
    "\n",
    "index = 0\n",
    "for hour in range(0,24):\n",
    "    for minu in range(0,6):\n",
    "        minu2index[pattern.format(hour,minu*10)] = index\n",
    "        index += 1\n",
    "print(\"Every day has {} valid records.\".format(len(minu2index)))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "`西安市` dataset has 752 roads.\n",
      "Matrix shape is (52416, 752)\n"
     ]
    }
   ],
   "source": [
    "nodeNum = len(road_id)\n",
    "# Init matrix with shape (52416, len(road_id))\n",
    "TrafficNode_TTI = np.zeros((len(date2index)*len(minu2index),nodeNum),dtype=np.float32)\n",
    "print(\"`{}` dataset has {} roads.\".format(city,nodeNum))\n",
    "print(\"Matrix shape is {}\".format(TrafficNode_TTI.shape))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [],
   "source": [
    "def orderById(df,district_id):\n",
    "    for id in district_id:\n",
    "        yield id,df[df['obj_id']==id]\n",
    "def time2index(x):\n",
    "    time = x.split()\n",
    "    return date2index[time[0]]*144+minu2index[time[1]]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [],
   "source": [
    "# map data into TTI matrix\n",
    "a = orderById(road,road_id)\n",
    "count = 0\n",
    "id_order = []\n",
    "for id,tmp in a:\n",
    "    #print(\"index:\",index)\n",
    "    id_order.append(id) #Fix order\n",
    "    loc = tmp[['batch_time']].applymap(time2index)['batch_time']\n",
    "    TrafficNode_TTI[[loc],count] = tmp['tti']\n",
    "    count += 1"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<font color=#0029CC size=4>The `TrafficNode_TTI` matrix has many `0` elements, which are actually missing values. We use the data from the previous week or next week to fill it.</font>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([    0,    37,     0, ...,   480, 52415,   587], dtype=int64)"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#there are many 0 elements in TrafficNode_TTI.\n",
    "np.argwhere(TrafficNode_TTI==0).flatten()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [],
   "source": [
    "FixMatrix(TrafficNode_TTI)\n",
    "FixMatrixByDay(TrafficNode_TTI)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([], dtype=int64)"
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# After filling 0 elements, there are no 0 elements.\n",
    "np.argwhere(TrafficNode_TTI==0).flatten()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<font color=#0029CC size=4>The granularity of the original data is 10mins. We change it to one hour.</font>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [],
   "source": [
    "dimen = TrafficNode_TTI.shape\n",
    "\n",
    "new_matrix = np.zeros((dimen[0]//6,dimen[1]))\n",
    "for col in range(dimen[1]):\n",
    "    for row in range(dimen[0]//6):\n",
    "        new_matrix[row,col] = np.mean(TrafficNode_TTI[row*6:(row+1)*6,col])\n",
    "TrafficNode_TTI = new_matrix"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<font color=#0029CC size=4>To make the pattern more obvious, take the reciprocal of TTI values.</font>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [],
   "source": [
    "TrafficNode_TTI = 1./TrafficNode_TTI\n",
    "TrafficNode_TTI[TrafficNode_TTI>1] = 1"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Randomly select several roads to show TTI characteristics.\n",
    "<font color=#0029CC size=4>Note:`show_num` is the total number of the selected roads. `show_record_num` is the number of records shown.</font>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAXwAAAELCAYAAADawD2zAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDMuMC4zLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvnQurowAAIABJREFUeJzsnXeYW+WV/z9HZUaa3se9G4NNMWAMBhIghJIGaZtACikkpG56/WWTTbKbstlND9ndhCQsJLRAAgmBEELHAYwN2MbYxt2esac3aUZd7++P917NHY000mg0I2l8P8/jx6N7r65eSVfnnvd7znuOKKWwsbGxsZn9OAo9ABsbGxubmcE2+DY2NjbHCbbBt7GxsTlOsA2+jY2NzXGCbfBtbGxsjhNsg29jY2NznGAbfBsbAxG5SETekWafQ0ReIyJ3isjiFPtrROTMFNtXT8dYZwIRac2wf/4E+14hIi7j71UicmW+xzdVRKR8EseKiFxgefwWEVk+PSObPmyDb2MzSiuwHrQxEJEzRORdIvIT4HZj322AO8Vzq4DbRaQyafvZIvLf0znoqSAi80Tky2l2f0NEnhKRR1P9A3aJyLkpzlkG3ACcYWxqAC5M8/orp/4uxp2zTkS+LSKS4dD3i8j1WZ72NcC/iYjXeHwp+jtPfu0WEamdxHBnFFehB5BvRGQVcFQp5SvgGKqAhUqpnYUaw2QRkQagTim1v9BjKSARYMD4uwo4CjwPvAn4plJq6wTPDQNtSqnhpO23A2+HhHFbqJR62HqAiKwBepVSHelOLiJvAu5VSkWyeSMi0gg8DPiN9wXQDFQDyd+xEpH7lVIvJG2PAF9WSj2a5jV2AE+l2PUR4MdKqU3G4xgwKCJzlVLHROSNwFxgBFgqIt9WSoWzeD8PAj7AXC16EnAACCb9bXIx8PcJThsBuid6XeO1HcCngHcopQLJ7wnoBz4G9ABNxjj+kOm8hWBWGXwROR+4FXgF+sIoxBiWAj8AtgJfL8QYrBjyw1PABqXUoTTHnAz8D9ory2jwRWQe8G6gD1gAhJRS37bsbwY+jP4hrAUeVErdbuxbjfaWAsApwJ1KqYeMfQJ8idEf7Ty0ofUZ+38DXAX0GvsdwGNKqauN/duBestQjyilNmTxflYCy4HTgGUi8mPgV0qpbcb+k4AdluNPBLqUUn2W08SNfYuAFvQ1OAIMA78TkQ+jjdygiDyZZOBOAb4rIgcnGOZa4H3AHzO9HwClVK/xfqzv89NARCn1s2zOgTZqPxKRgTT7W1XSUn0RWQGsAT5ifNf/D22MG4FPiMj7lFJ3Z/n6CYz3c4Z1m4j8FvgXpdRB69+TOG0sy+M+C/wQ8Bqy3feBlcA56Pd1slLq+5N43YIxqwy+UupJEdlX4DEcEJF7gCWFHIeFduDLxv8pUUq9KCITeULJ/B/wRtObFZFbReQypdQDhjf0U+ADSim/iGxAGwCTXwLvNH6kHmCHiJymlPID7wVcSqkfGuc9yzjXe43nRoEWyw3g/cA/LOf+tfncSXIM7SCcj/bqfwrcIiIx9E1lAfB3i0JwMrARuFJE1qK9+D60YfszcAS4Evg52kPuM7za9wGvTOHNRoEblVJfTzdAQ0J5Iof3ZmUN+rvLFgfwqQk8/JeSHjvRs5mPA68FvgG8HlgBvGqi95cNRkygUSnVmeG4cmCVecOegHF1ZYz38HPgh0qpXSJyCtpxuF9E7kJfb+9C38i+N8kbTMGZVQbfJiVu4AWlVDSP59yA9kqfNh5vQ3uTD6B/6EcNA45S6inGTvsT3p1SKigi/WipwY82Dj+07H9WRC4TkQql1Ajwc4uxrwQWKaV+bTl3VnJHMsZY/caP+yWl1BERuVQpFRCRf0HPfP4OXKiUuiXpuS8YHv864D+VUhea+0TkWeA/gWuB1wGfUUqFUgwhW09zqqxBf1dAQnqMKqWCaY53MbGHvyDF8f+hlIqKyGeAjymljhozQkSkCajDiJMATrRc9v+UUruyGH85sFNEzPdwErBcRELG3ytEJAhUAPUiskopFTdmnPejrzErc4FyEbkwxWt93Ph3QCm13QjQLgPebrw/c0a3Dj2TfQVa1qsHzkI7PPn8zeWF2Wrw14jI24AatGb5GaVUTESuQE8LjwCr0XfxNhE5DbgFfYE+KiLLgN8Av1FK3Wh4kl8DvoD2VhYDTyulfgMJKeLLaN13CFgEdFn2fRLtAYbRhvEPhjFbDLwDuA7t/S0ElqJ/BOuA84xx/UIp9U0ReQNaLvqEUur+TB+CiLwKbZg/TdKMQ0TcwL+j5ZMR4ETgYNIxnwTepZQ6K+nUlwJW7+4U4EbLvnYR+RFQaXxe/88w/Cil/tNy/tPQN4cD5ib0j9rc7wK8wAnom9bzltf8GPA7y7FeoFV0gNSF1lI/oZQ6kvLDScJ4rVcAVSJyMzqgtwKtA19sGI65InKlUuoe63OVUkpEXgEsMD6znxhSx9+A+UZ85KBSaqOIvA54KkkOyhkReTNaYlht0ZfNfW9FGy2TU4F7LDOVBeib9rvSnP459G9kj3G+LwG3mtKgiFxrPdi8mYnIq4FDQIuI7ET/JsrRs55dwEfRUtffrDfILIgC28zniMi9wLVKqc4keWeF8XfcGFc3+vc0BuP9rFRKXZu8z/KezJvE14HPAL82Yi7laJmtFfgqWmr7J2BYKfXeSbynmUUpNav+AY8C/2p5/GPgrWijcZtlewvwgOXxjWgPznz8deC9lsfDwHnG305gp2Xfu4HvWh5/Gvi68fd64H7LvtXAPUljvhH4b2CF8fijln2fAz5o/L0IfYFP9jM5mGLbV4EPJ31O70065jzgCxnOfTL6BmY+vhfYDMw1Hq8Atic9x4X2fJ8EFli2fwSdBeMw/n0a7ZWdm/T8SuCWpG2NaLlCjMevtH7uWXxGFwJ7jO/9RrRGezs6aHuWccy/oqWx29EzGZfl+Y8Y194NwL8BL6MlmCfRgeBHLf++lfTabzSvlwzXdVOK7ScB3zHfd9K+crQXK2jH5x9J+/8f8J4JXvPf0LKF+Xgb4LE8fh1aOrE+x2m87z8nXUc/S3ENPDrJ69htfQ565ug0/v4tsMRyzd2Yxfn+Fz3jrMhw3NloL/4tluvr+2iZynrcB0j6DRXbv9nq4f/e8vfjaC/tArQxAUAp1SUiARE5Uym1JYtzdiulNhrPjRn6s8l70IEdk36g1jh2k4hcJSI16AvnZHNfEjuUUnuN5/zcsv236NnGL4E3oI1NPngPY72e/uQDjPe7Md0JjKnyh4B3WjZ7gd8rpY4Z59grIj4RWakMT1Hpqe7nRaQFHdC8xjj+f9FG6mfoGdGv0cYsOXvlPcBjSWPtNbabjx8XkdtFpExlyAAxeBv6pteEzsj4KnrWdhP6RgDam7sG7SknctCNQP0B9JT/O0BMKfVVY18dcLea2JPNlD6YFqUzwVKmVSrtcR8zxnEisDvpkArSJDcY1/c1wGEjfgD6/f3VMkOYA7wsIm9Wo/LFF9Gy3BWW00WAHtHpisuVUs9l/QbTYPyeRpRSU5HDNqCvmXeif1/pXufd6GuzVxmWHX2d7xeRc4CtKml2VazMVoM/Yvl7CJ0HXIM2nlaOoS/ibAx+MtYf6XzjXOMP0kHMrwOHgbvQxiPVIpQXUz1fKdUhIhHDuNYppXpyGGsq6pVS6bTZjIhOk/ss8Hk1VgMeYrwm3cvY7BkgcdN9EC1pfUPpKfiPLK9Rj/b0kwPO70LPBqzjcQHVSinrjasfrRl3ZXgvTWgJohNt8OeiZzYxQ/oyYwMxtDFPDgxfi5bafqaUSps0YGjZ5yql7pxoPNPEiWg5xUoFeuaaik+hv5NEjEREXlCjckoZ+hrqtOyfhw5aB4ArDGP4O/RNpQ49izokIu/L8T1Yg6zvQc8SrfuqDAPtIcNNVEQWoOWX50XkAyJSn3TtmJyJvs7NG/gPgFejZ5RnoCXRX2KRF4uZ2WrwrdShMy/60F+SFTNnFoy0uhzpRN9QUhmWDwMDajTzZEkO5/8d2iimzdPOgSERcass87qtGMG+LwNfNY29iKxVOo97K1pmsFKLNqiIyJ3AFy2GMYD2FM1zt1qMyFnAH5Ul0Gm89lmM/yw+gL6RvsayrYYs8qzRP+r/QmuwptdsUqVGc+vNrJ0ERhxmm/V1jJvP42h5IwKcbPGSQyKy0ZwBGWS7ADLnmQDa4G9K2lbBWOdIv4hO0w2iA5qPWnatsDxehH4v5ykjHqGUOgocNTR0lFJPo4Oq64DXK0uWjuEITRYxnrsKCCul/mrZdzdwPfqz/DOZP6tPAb8w/v4vdEbRJ5IPUko9Yrym+fgzxuOfAf+l7CydomA5owHIV6E9ex86WHQfgIhUoy9407tvRwdNzR/sq9CSQjbcDVwG7DUevxowDdoKwGpAKo3XOFFll5kAcA/6xnRapgMnwT3oAOtfjMDyxSS9XxE5Dx23+F7Sc/8F+HdzGmsJbr6AlkD+ISJ1SqkBw0B3Kx1Yc6ClNetK1fOBnxjnOQW9WKjZ2HcdkPzaK9HXrSdp+0F0kNEc+yuBv5tTcBH5P7SccH7yB6GUesA4xoHFUIjIpejFPiZmbMFKhVLqDtELcMzzRYFzjXM0oGMcFya/rgUn8N402SIma43jxiB6jcA16MD4RO3rTkR/N2PGTgqDDwwqpX5kePH/Y/kMX8jwPiaiUUSuQjtW9zF2gRTG+dN+R0lUKaX+17pBKXUXegZtXo+npnuy6FTadWj5CaVTqdtF5JNKqR9P4j2dYnxnB5RSj2U6uBiYjQZ/G3rxzBK05rrV1N5F5GER+SLQhvZQ3mf5kdwA3GgYuT60N7ReRO5DG/BmEblEKfWgiFxiPH63UupmtGfxXRH5d/QPaA+wytB2fwj8p4hUoL09P3r6eZGIjKCDi6cDI8Y08zaVlM6ldPriDUqpCaWJZERn6aw2xvp+4EU1uvrxa8aY16N/fJuAM0XkL5bXWYf2er9nOeca9I3zXRYttwVDP1dK7TeyN34uIk+gZ1H/bOyLi66p8g4R6UDPuO4yvx/jc9soIp9HBxl/axmvSQDtTY/RnpVSfxWRWtFZMlH0jeFTlkNuA+7KMKtxYPwmDIfgA4yVjpwk/WYsswEHKQwy+gaSyZt1kTkP/w+kTt88Cb0Y7ZvozyYdyxh1Qky86OvuUmCdMhbPKSOzKZvYh4i8BX1DfzzFvvOMsZ2ADmo/bF5bhlOVTKbvyIG+8X1fJq6a4CXNAkLjN/k9dPZZ4vNUSv2HiNwsIr9Er51IKZ2KyMfQv1mn8e+3yb/XYkbUhE6BTaExgmeN6IyAmws9nlJFdCGw7yul0qUgIiLvQaeY/hR9o7vR+sM3jMHdSqm/pHjuQvSq4bOTts9By1JpV/yKTgMeNALP6Y5xGDGOrBCR+xld35ANcfSMaj96zUFNiuc2MrrK2aQZXVLgDUqpIeO1V6Elv++iEw1+ZBpwI/bzNqAMeK1S6jLLmCf8jkSvvbhXKXXRRG/E8PC/opR6X9L216Elv6+pFGmxxozm5+jFY/+jlPq8Zd930OtMVgPPGXKVuW89WmZ8BToD79aJxldQVBGkCtn/Uv9D/8COooNTrkKPp5T/ob39mgzHzEFLbgvS7F80wXPnAd9Jsb0ZS/prKfwjRYrnJJ+/FHjTBPurgJuBt07mO0JLgfOzeH03RrqmZTwfBM7JcvxXYEk/NbZdjZFqnOY5p6FvlK2F/v4m+md7+DY2NjbHCXZ5ZBsbG5vjBNvg29jY2BwnFCxLp6mpSS1ZsqRQL29jY2NTkmzZsqVHKdWc+cjxFMzgL1myhM2bNxfq5W1sbGxKEhFJ2dciG2xJx8bGxuY4wTb4NjY2NscJtsG3sbGxOU6wDb6NjY3NcYJt8G1sbGyOEzIafBH5tYh0iUjKeu2i+YmI7BWRbSJyRqrjbGxsbGwKSzYe/o3A5RPsfw26MuFKdPGl/576sGxsbGxs8k1Gg6902dOJGi5fCdykNE8Dddba4Dazl79sO0a3L5T5QBsbm6IgHxr+fOCI5XEbln6fVkTkOhHZLCKbu7uzaURkU6y0DwT42C3PcddzbYUeio2NTZbkw+Cn6kSQsgSnUuoXSql1Sql1zc05rQy2KRKeP6zbf/qDJdP7wcbmuCcfBr8NozWgwQJ0DXebWczzh3X/85FwqiZMNjY2xUg+DP6fgGuMbJ1z0J17jmV6kk1pY3r4gYjt4dvYlArZpGXeCjyF7tHaJiLXisiHReTDxiH3odui7QV+ie53apMFLxwZ4EM3byYYKS0vORSN8eLRIcD28G1sSomM1TKVUldn2K+Aj+VtRMcRD+/s5IEdndz9fDtXrV9U6OFkzc5jPsJR3V7VNvg2NqWDvdK2gLQNBAD49cYDlFKrSVPOmVfrIWAbfBubksE2+AWkrT+A0yG83Oln497eQg8na54/PMCcGg/LmqsYCdsavo1NqWAb/ALS3h/g8jVzaKoq4zcbDxR6OFnz4tFBTltYi7fMaUs6NjYlhG3wC0Q0FqdjKMiy5kouWT2H5wyZpBTo9YeZU+OhosxJoMQCzjY2xzMFa3F4vHNsMEgsrphf5yUaV/iCUZRSiKRax1Y8xOOKoWCEWq+bcCxue/g2NiWE7eEXiHYjYLugvoJqj4toXBGMxAs8qszoGxPUVpThdbvsoK2NTQlhG/wC0dZvGnwv1R43AL5gpJBDyoqBQBiAOq+bijInI+FoSWUY2dgcz9gGv0C0GwZ/bp2HGo9W1oZKoC7NYEDflGq9brxlTuIKQtHin5nY2NjYBr9gtPWP0FpTTrnLSU0pefgjeox1FdrDB2xZx8amRJhVBj8WV/xtR0dJGKC2/gDz67wAVBsevq8EPPwBi4dvGvwRO1PHxqYkmFUG/6anDnLdzVv4zv07Cz2UjLQPBFhQXwFg0fCL3+AnJJ0KN94yfaMK2IuvbGxKgllj8DsGg3z/by/jdTu5+elDbG8bTOx7udPH1iMDBRzdWGJxxdGBAPPrkz384pd0Bkd00LbW66bCbXj4JTCjsrGxmUUG/5v37iASi/P7D2+gsbKcf7l7O/G4zh7513t28MW7thV4hKN0+YJE44oF4wx+8XvKg4EIXreTcpdzVNKxDb6NTUkwKwx+NBbn/hc7eNc5izl5fi2fu/QEtrYNsr19EKUUuzqGOGrkvRcDh3pHABKSTmWZCxEYKgEPf2AkQl2FlqC8dtDWxqakmBUGfzAQQSlYaHjM5y5vAmDH0SG6/SH6RyIMBaNFY5heMOSlNfNqAHA4hKpyV0l4+AMBvcoWoMLQ8G0P38amNJgVBt/MHKmrKANgYYOX6nIXLx0bZE+nP3Fc51CwIONLZvPBfpY1VdJUVZ7YVuNxl4SHPzjG4JuSTvHfqGxsbGaJwbdmjgCICCfNq2HH0SF2d/gSx3UUgcFXSrHlUB9nLq4fs73aUxoe/qBF0knk4dtpmTY2JUFWBl9ELheR3SKyV0S+lGL/YhF5SES2icijIrIg/0NNz+DIaG64yZp5New65mPnsSHMemTF4OHv6x6mfyTCuiWpDH7xe/gDgbAt6djYlCjZ9LR1AtcDrwFWA1eLyOqkw/4LuEkpdSrwTeA7+R7oRJgefp3F4K+eW0MgEuPhXV2cPK8W0KmbhWbLoT4A1i1pGLO92uMuDQ8/EElIZx63AxHb4NvYlArZePjrgb1Kqf1KqTBwG3Bl0jGrgYeMvx9JsX9aGbDkhpusMYx873CYMxfXU1nmLApJ59mD/TRUlrGsqXLM9lKQdIKRGMFIPPE5iwhet5ORUHGP28bGRpONwZ8PHLE8bjO2WdkKvMX4+01AtYg0Jp9IRK4Tkc0isrm7uzuX8aZkMKANjtXgr2iposyp397K1ipaaz1FIelsOdTPGYvqx9W9LwVJZygwXjqrKHPapRVsbEqEbAx+qo4cyfVwPwdcICLPAxcA7cA4t08p9Qul1Dql1Lrm5uZJDzYdA4Ew1eUuXM7Rt1PmcrCytQqAVa3VzKnx0DkUyttr5sJzh/s50DPM+qX14/aZkk4xlxoezYYaNfjeMmfRpLva2NhMTDYGvw1YaHm8ADhqPUApdVQp9Wal1OnAV4xtg8wQgyMRaixep4mZ576ytZrWGk9BNfyRcJTP3rGV+XVerl6/aNz+UmiCMpAiOF7hdtlpmTY2JUI2LQ6fBVaKyFK0534V8A7rASLSBPQppeLAl4Ff53ugE6EDieMN/nvOXcKKlipqvW5aazx0+YLE4wqHY+bbCH7vr7s50DPMrR88J1EszYpZInkoGEmsYC02RoPjZYltdiNzG5vSIaOHr5SKAh8HHgB2AncopXaIyDdF5ArjsAuB3SLyMtAKfGuaxpsS6+pPK2vm1XLdK5cDMKemnEhM0WcEeGeSWFxx+7NHeOuZC9iwfFxoAyjuAmqbDvTxlT9up9/47Kw31wpb0rGxKRmyamKulLoPuC9p29csf98J3JnfoWXPYCDCCYZen445tR5Ap2ZaV7jOBAd6/AQiMTYsS23swerhR/nq3S9y6ZpWXrEyf3GOqfDH59u4ddMRDvYOA4yRzyrKnAmpx8bGpriZFSttB0Yi1FpkhlS01miDX4hMnR1HhwBYM78m7TGmh7+308/NTx/i4V1dMzK2bNjXrQ39xr29OASqy0f9BG+Zy15pa2NTIpS8wVdKMWhZ/ZkO08MvRKbOi+2DlLkcLG9OPwsxdf3HXtbpqsUkk+zvHsbj1pdKjdc9JgZS4XbaQVsbmxKh5A1+IBIjElMpg7ZWmqvKcUhh6unsODrESXOqcTvTf9ymh//EHsPgF4nXPBiI0OMP8b7zluJ1O8esZgY7aGtjU0pkpeEXM6lSBVPhcjpori5nX5d/wuPyjVKKHUeHeO0pcyc8zjT4Q8Zq20J7+JsP9rF2YR37u/XndcaiepqqyhMdr0zsoK2NTelQ8gY/VR2ddLz2lLnc9NQhjvSNsLChYrqHBuhm5YOBSGJNQDrMJijmuqtCeviP7u7ivb95lu+8+ZTEauVlzZVcsrp13LEVZU6icUU4GqfMVfITRhubWU3J/0ITHn4GSQfgulcuwyHwi8f3T/ewEpgB25Pn1054nNkEBcAhum5NIVBK8dOH9wLw8K4u9vf4cTmERWlukKONzG0v36Z46faFiqJ4YqEpeYM/mKK+Szrm1np5yxkLuH3zEbpmSMt/6eggTodw4pzqjMeaqZmnzK8tmIf/9P4+thzqp6mqjH/s7WF3h49FjRVp4w+JJigRO3BrU7x85Ldb+Odbnyv0MArOLDD45mKgidMyTT58wXKisTg3PHlgOoeVYHv7IMubK/G4M6+erfa4WNxYwYKGioJ5zD97ZA/N1eV87Q1rGA7HeHR3N8ua0mcX2Y3MbYqdowMBNh/qT6QXH8+UvMHPNmhrsqSpkjecNo/fPn0oUVZ5uojHFVsO9Y/rbpWOf1q3kOteuQyv21mQmjoj4Sgb9/Zy1VkLedWJLbidQjSuWN5cmfY5XrfdyNymuPnrix0A9A2HGT7OS3mXvMEfDERwOYTKSdSf+eiFKxgJx/jNxoPTNzBgd6ePoWCUs5KanaTj2vOX8s6zF+N1Owsi6RzsGQFg1ZxqqspdrFusxz3R+gG765VNsRCKjl6DSim6fXrNjWnwAdoHAjM+rmKi5A3+gFE4Lbm+/ESsmlPNJatbufEfB/FP4x1/0wHd3Spbg29SqJLDB3r0lHep0ZzlglW6tMOyiTx8u5G5TREQiyvO++7DfPf+XQD8/NF9nPWtv/PNP7/Es4f6uOAEfS0f6Rsp5DALzqxIy0xVGjkT79mwhAdf6uTZg31ctKplGkYGmw72Ma/Ww4J676Se5zE8fKXUpG5kU8WslbOkURv4q89aRCyuWLuwLu1zzBW4xVzW2Wb24w9G6fGH+Z/H9tFUVcYPH3yZOTUefr1Rx+que+UyHnu5m7b+49vDL32DPxLJKgc/GdMI9w9Pj46vlGLTgT7OXd44aaNt6uLBSHxGSyXv7x6mtaacSiM9tLbCzccuWjHhc8xgtHU6bWMz0/hCOpYnAv/+l500V5dz/ydfwb3bj7Gvy8+5yxspdzlo67c9/JJmIBCmOYfql/WVOqunb5oM/qHeEbp9oUnLOQBew2sORGIzavAP9PgTck62eBI3J9vg2xQOsx/0Ry5Yzr3bjvHNK9dQX1nGu89ZnDhmQb2XI322h1/SDAYirGzJnOOeTI3HhdMhiRrv+cbU789emoPBN4z8TAduD/aOcNma8atpJ8JjrK4NRW1Jx6ZwmLG4Dcsb+cLlJ6Y8ZkF9BW0Dx7eHX/pB25HUzU8yISLUV7jpG56eWu4vHRuissw5YYZLOjwFSHUcGAnTNxy2PXybksRsHJSqm5zJwgbvca/hZ2XwReRyEdktIntF5Esp9i8SkUdE5HkR2SYir83/UMcTiyt8wWhOBh+gvqJs2nLxOwaDzK3z5tRO0VsAIzqaoTO5G5THEm+wsSkUpqRTVZ5etFhQX8HASKQou8rNFBkNvog4geuB1wCrgatFZHXSYf+Cbn14Orrn7c/zPdBUDJmF07Koo5OK+sqyadPwO4aCzDGarkyWQkg6ySmZ2eJ0CG6n2B6+TUExDX6NZyKDrxM1jmcvPxsPfz2wVym1XykVBm4Drkw6RgFmOcha4Gj+hpieydTRSUVDRdm0afidQ8FEl63JYpYrmElJ52DPMA4hbZG0ifC4CrMy2MbGxNTwqyYw+Avr9bVtG/yJmQ8csTxuM7ZZ+TrwLhFpQ/e+/ee8jC4DA3nx8PM/vYvFFV2+EHNqc+udm9DwZ9Br3t8zzIL6ipxKHJe7HQTttEybAuILRnA6JCGHpsL08I/nxVfZ/LpTidAq6fHVwI1KqQXAa4GbRWTcuUXkOhHZLCKbu7u7Jz/aJEz9PVM/23TUV7gZGAmjVPLbmRq9/hCxuMpd0imAhr+nc/IpmSblLqct6dgUFH8wSlW5a8I1Lw2VZVSUOTlsG/wJaQMWWh4vYLxkcy1wB4BS6inAAzQln0gp9Qul1Dql1Lrm5ubcRmxhypJOZRnRuMKX5/IKZhvFXCUd7wxLOn3DYXZ3+jhrSXZF3pLxuB2EbEnHpoD4gtFE17h0iAhrF9bx5N6eGRo4IVTDAAAgAElEQVRV8ZGNwX8WWCkiS0WkDB2U/VPSMYeBiwFE5CS0wZ+6C5+BwalKOkZJ5XyvtjUbLZiN0yeL6eHPVEGyp/f3ArBh+bh7dFZ43LaHb1NYfKHohBk6JpetmcPeLj/7ume21WmxkNHgK6WiwMeBB4Cd6GycHSLyTRG5wjjss8AHRWQrcCvwXpVvnSQFg5MsjZxMwzSttu2cooc/0xr+U/t6qShzcuqCibtypcPjdtoavk1B8QUjiQZCE2G26fzbjs7pHlJRktVKW6XUfehgrHXb1yx/vwScl9+hZWYgEKGyzJm2G1MmzPIK+c7U6RgK4nQITTmUfAAodzmQGWxz+I99Paxf2pDz5+hxO+wsHZuC4g9FaanO7GDNq/Nyyvxa/vZSBx+5cHlW557pIobTSUmvtB0YiWTd6SoVDRWmh5/fTJ2OwRDNVeU4c1h0BVpr9LpnpkRy11CQfd3DnLu8MedzeOygrU2ByUbDN7lsTSvPHx5IzMQnYuuRAc7/j0d48KX8zQg27u2Z1rLsE1HSBj/X0sgmdZX6uflebdvlC9Kao35vMlNNUJ4y9ftluen3oCUdu5aOTSExs3Sy4ZLVcwB4dHfXhMd1DAb54E2baR8I8PU/7ciLU3N0IMA7b3iGO549kvngaaDEDX44p9LIJtXlLlwOybuG3zEYZE5NbnKOiWeGDP7T+3up8bhYPa8m88FpKHc7bA/fpqBoDz87W7CypYpyl4O9XRMHbj9+y3MMh6J844o1tA8E+FWOfbCvf2QvP/jbbmA0QeKcZbnPqKdCiRv83AqnmYgI9ZX5X207lbIKJt6ymZFJnj88wNpF9TnLT2Bm6dgevk1hCEVjhGPxrCUdh0NY3FjBwd70+fhKKbYc7ueac5fwnnOXcNmaVq5/ZC+9/tCkx3f/i8f45RMHCEZiPL2/l7oKNyfOmXyF33xQ0gZfa/i5G3zQOn4+PfyRcBRfMJofSWeaNfxAOMaeLj+n5ZidY1LuchCyPXybAmHW0cnW4AMsaqjk8AQGX3ecG80A/OTFJzASjvFADtk93b4QgUiMJ/f08NT+Xs5e2pBTUcV8UNIGfzAQoXaKBr++0k1/HoO2iRz8PHj4mSSdzqEg/3bvS+zp9OX0GjuODhKLK05dkL6FYTbYaZk2hcSfRaXMZJY0VnCob5h4PHX2+HBIX89m97eT5lazqKGCB3Z0pDw+HfG4otevHcr/e+ogR/oCBZNzoIQNfjASIxSNT0nSAZ2L3zcS5rGXu/ngTZv53O+38tjLua8ZM1fZTtngu50E0sgk0VicWzcd5pIfPMavnjzAn7bmVqtua9sgQM759yYel5NITBFL8+OxyZ4X2wd52/8+ZcdEJsGoh5+9LVjcVEkwEqfLl1qiGTayaCqNVe8iwmVrWvnHvp5JlVceCESIxhVOh/DEHr3Cd8MUMuKmSska/AFj0VVdjnV0TOoqyjg2EODjv3uO5w71c++2o/z0oT05n8/08PMh6QRTSDqbDvTx6h88xpf/sJ0T59RQWeZMrDieLNvaBmitKc95gZjJaCNz20hNlc0H+9h0oI/2geO3ouNkMfvZTsbDX2xUhT3YO5xy/3DYMPiWc162Zg6RmOKR3dk7hD2G5v+qE1sAXb/rhBw69OWLkjX4U62jY9JQUcZwOEYkHucPHz2Xi09spW8KQdx93X5cDkmUYs0Vb5mTkUgUpRRHLT/+b9+3k1A0zi+vWcftHzqHpuryxM1vsmxrG5yynAN216t8MhjQhsaUKWwyk4uGv6RRFwpMp+MnJJ2y0XOevqiepqrySck63cYM4p/OXIDbKZy9tLFg+j2UsME3c+enHLQ1Vtt+7tJVLG6s1BLPFIK4ezr9LG7MrcywFY/bSSAc54k9PZz3Hw/zYvsgQ8EI29oGeOuZC7hkdSsiQp3XnZOHPxiIcKBneMoBWz1Ww8O3c/GnzJAhFwwXaGFOKeLPweDPq/PgckhGD7+ifLTcstMhXLK6hUd3dWWdUGF6+Muaq/jvd57J5y9flfUYp4OSNfj58vBff+pcvvb61bzvvKWALrcwGIgQjeVmvPZ2+3Nqqp6M1yhItr19EKXgz1uP8sz+PuIKzrUUOavxuhN9AbIhGotz9/Pt/NrIKZ4JDz8YiXHtjc+y3YgZ2KTHvK7zXcF1NpNNP9tkXE4HC+q9HErj4Y8YHn6yTPTGtfMZDsf4y/ZjWb2O6eE3V5Xz6tWtOfW4zicla/AH8mTwW2o8vP/8pYk89MbKMpRiUkbUJBSNcah3hBUtU/9SvWUOApFYYnHI/S92sHFvDx63gzMWjxrpuooyBichQT2+p5tP3f4CP35oD2UuB6flweCXuyY2+DuODvHQri5+98yhKb/WbMds22l7+NmT6HY1CQ0fYHFjZXoP3zin2X3OZP3SBpY1V3LbpsNZvUa3P0SZ00GNd3Jjmy5K1uCblTKnKukkUz+FCpoHe0aIxRUrW/Ng8N1OYnHFrg4fTodwuG+Eu55r46wlDQkDC1DrdU1K0tndoW8gf/r4eTz82QumnNYK1qBt6lnR7g6dNvrQrq60aXA2GlPSKVStlUITjMQmvbjJF4xS7nJMWkZd0ljB4d6RlA2QTEkn+SYiIlx11kI2H+rPKh262xeiqaqsaIqvla7BD+iWZpO9q2eicQoG3/TG8+HhmzLJnk4frztlLk6H4AtGOW/F2Jo3dV4tQWVrSPd0+WitKefUBXUsmGJgOXmsoTS5+Ls6hgB98W9vH6THH5p0PvPxghm09RVh0HZvlz9vN+x4XPGVP25n04G+xLbdHT5e8+MnuOi/Hp1UlpIvlH3hNCuLGivxhaIpf+ujHv748775DB2AvXVT5no4Pf4wzdVTK7OST0rW4A8EwtR63Xm/c06lRv6eLh8i5EWnM7teReOKs5bUc/bSBgDOS2pSUlfhJq7AH87OQOzryk+MwUq54VmFInHC0XjCSzXZ1eFjWXMlDoEHX+rko799jg/dvCXndNLZTLFKOkf6Rrj0h4/xs0f25uV8vcNhfvfMYa698Vl2HB3kpqcO8sbrN+IPRYnFFZ++/YWs13VMpo6OlSWNZmrmeB1/OBzD7ZSUs4amqnJee8pcbnrqYNo1O+bYtYdvG/wpoZTi2QP9LDSaEueTqRl8PwvrKxIe71SwNmNe3lzF+89bykWrmscVOTOrhQ5mkZqplGJvlz8vMxAr1qDtzx7Zy2t//ERimqyUYneHj7OXNnLm4np+8fh+Nh3UXl1XFuVpjzdMg19sks7T+3uJK/jl4/vzUl3WDLT6QlHe8NMn+do9O1i3pJ6//PP5fPPKk9l0oI9fPL4/q3P5g5GcZvpza7X9MNfOWBkORcfk4Cfzb288mZWt1Xz45i28cGRgzL4HdnRw2jf+RrcvRI8/ZHv4U+WR3V3s7vRxzYYleT93fUXuBn9fHo3pGIPfUsWrV7fym/etH1fkzKwWmk0u/rHBIMPh2PQZ/GiM/d1+2voDdA5pHbZzKMRgIMKJc6q5+KRWwrE4Cxu8iX02o8Qs/ZWLzeA/e7APr9uJPxzN2hBPhPn+Pn/ZKs5Z1siPr1rLTe9fT0uNhzefMZ+LVjXzqyf3Z5UtN5la+FbMFqQdKRyP4VBsTA5+MjUeNze9fz21Xjc/ePDlMfvufr4dfyjKE3u66fWXoIcvIpeLyG4R2SsiX0qx/4ci8oLx72URGUh1nnzxP4/uZ16thyvWzsv7uctcDqrLXWMMvlKKF9snTimMxuLs7x5mZZ6MqceQdKrLXbRM4CGYDWCykUf2GDGGfI3RxBq0NT+3nYZub/5/4pxq3nzGfP7pzAX88G1rAbJqQHE8YV1sVWwLrzYd6OO8FU1ccdo8frPxYCK/PFfM93fm4npu+eA5XLl2fkKeFRGuXr+IHn84UY5gInyTqIVvpb7CTZnLkXKmqT38iWfqzdXlXLqmlc0H+4gYN6ZQNMbjhsxz3/ZjxBU0VU2tGkA+yWjwRcQJXA+8BlgNXC0iq63HKKU+rZRaq5RaC/wU+MN0DBZgy6E+Nh3s4wOvWJZzS75MNFSNXXz1+J4eXv/TJ9l8sG/McQ/t7Ezklh/sHSYci7M8T8a0wvCal7VUTRinMNNSBwKZZyRmVkHePXxLWqb5ue06pl/LzNA5cU4NLdUe/vOfTkvIUp2+49Pg3/z0Ib7yx+2EkxaqWW/aw1nGZGaCLl+Qg70jrF9azycuXkkwGuM3G3OrDW8ylGGx1IWrWqivcHPXc20Zz9U/Ek7MzCeDiNBaU57aww9HUwZskzl7aSMj4VjCIXxmfx/D4RgNlWUJfb85i9aLM0U2FnM9sFcptV8pFQZuA66c4Pir0Y3Mp4UX24dori7nqvULp+slqE8qmbzf6HD/uCVA88juLj5w02Y+c8cLKKV48CXdPWdDnirhmUHb5c2VEx5npqVmI+ns6/bTUFlGY56nmKMa/qiHb2bm7O7wMafGMyb9s6LMRbXHRddxKOn4ghH+4/5d/O6Zw3zytufHSBbWYHcxefjPHugHYP3SRpY3V/Gak+dw01OHJlVELBlT0qkuTx1sLXM5eMNp83jwpc5xSQAdg8FERpxSir7hMA05etFzajwpNfyRcCyrWcPZy3QyxdP7tTP40M5OPG4HH3rlMiIxHccqKQ8fmA9Y84/ajG3jEJHFwFLg4TT7rxORzSKyubs7t4qU7zl3CU984aKs7r650phUXqG9X6eIbdynu9Uc7h3hk7c+j8flZE+Xnxfbh7h321HWLqxjYUN+Uh1NDT9Txo/p4Q8GIhzsGebzv9+aNj1yT6efFdOw0s/M0glEYolmMqaHv6vDx6oUzR5aazzHpaTz+81t+ENRrl6/iPtf7OCLd21PBLhND7+5uryoVtpuOtCL1+1kjTEz+/AFy/EFo9zyzOjio7+/1MmWQ/1Zn9NvGPGqCbT3N5+xgFA0zr/es4O/bDvG9/66i9f8+AnO+c5DvO4nTxCKxhgKRInGVSKderKkuw6HQ9Fxi65S0VRVzoqWKp450ItSir/v7OL8Fc1cZBRLA0ouaJtKT0iXL3UVcKdSKqXFUUr9Qim1Tim1rrm5OdsxjiMfWTATkVxPx8wJ3npkAH8oylfu3g7AHR/aQJnTwfcf3M2Oo0O8/tS5eRvD/Hov65c2JKrspcPjdlLucjAYiHDfi8f4/Za2lD88pRR7uvysyMOisGQcDp2+1uMPEYkpKsuc7Ov2c7BnmN0dQ6xdOH41b2tNedrStLOVWFxx4z8Ocubier7z5lP45MUrueu5Nn6z8SAwmqEzr85bVGmZzxzo44zFdQkJ9dQFdZy/ookbnjxAOBonFI3x6dtf4OeTSNn0ZVHD/rQFtVy5dh5/3nqUj93yHP/7+H5qPC5efVILoWicHn+Y3mF9DTXm6EVrgx8at/hqODxxlo6Vs5c2sPlgP/dt76B9IMCrT2phZUtVwrNvKjGD3wZY9ZMFQLoC7FcxjXLOTGHWyDcvgqMDAarLXUTjil8/eYAn9vTwkQtXcMqCWl69uoVHjXKpr8ujwa8oc3HHhzZw0tzMvWbrKtwMjIQT09znD4+PmQ+MRBgMRFjWNLFElCselyNR1fPsZY1E44p//8tLKOCtZy4Yd3xL9fHn4T+0s5PDfSNce76u2/TJi1dy6epWvnXfTrYc6k94+PPrPEUj6WxvG2RXh4+LVo11PN5//hK6fSEe2d3FP/b24gtFJ7Wuwh/KvDpWRPjxVaez7euX8sePnstzX72E2z+0gXecvQjQab2mY9ZQmZtRnVPjIRCJJWIKJsOhWMagrck5yxrxh6J8/NbnOG1BLVesnYeIsGF5E163k+o8Lw6dCtkY/GeBlSKyVETK0Eb9T8kHicgqoB54Kr9DnHkaKssIR+MMGxXx2gcCXLK6lTKXgx/9/WWqPS7edY6+6N58ujZm65c0JPJ6Zxpzte2+bl0X5LkUHr7pUdXlENzKBo/bmTD45mrgv+/s4sITmlPKXC015XSl8Kwy8Y99PRzsSV3/pNi5c0sbLdXlXLq6FdAzo++/7TRcDuGvLx5LaNXzar0Mh2NFUYbifx/fR3W5i7efNTZm9sqVzTRXl3PXljbuf1EXEkvW2idiMqtjK8pcnL6oPiFfNlfpIGi3L0SvYfBzlnSM1Mxk52M4FJ0wLdPK2csacAic0FLN/71/fUJu/sJlq/j5u84omrIKkIXBV0pFgY8DDwA7gTuUUjtE5JsicoXl0KuB29Rkf8FFiFlPp384TDASo8cfZllzJWctqSeu4JoNixMr+y5Y1cy5yxt5//lLCjbeWq+bgZEI+wwP/7nD/SmnqDDawSfflLsdHB3QP5ozF9cndP13nbM45fGt1R7CsfikavlvOdTHu3+1iZ9MoUFNoRgKRnh0dzevO3UuLkt2WbXHzdKmSg70DDMUiOJ0CC012lstdKbO4d4R7tt+jHees3jcSlaX08Eb187j4V1d/PVFXSZjKJD9eHNdHQujmni3P5Tw8HOVdMzOdNbAbTQWJxSNZy3ptFR7uOsj53LHhzaMcagWNlSMmxkVmqzekVLqPuC+pG1fS3r89fwNq7CY3kLvcJiwkUUxv97LJSe1sq1tkPeeuzRxrNvp4JYPnlOQcZrUVrjZcqgffyjK6rk1vHRsiAM9wyyzBGhHjNmKd5oMvsflxB/SHn5zdTknzqmmxx/mwjQXvNllq9MXTNxgJ2IwEOETt+rl9qWYzvm3HZ2EY3GuOG382pGlTZXs7vAxt9ZLjcdFlZG5MhyKZWUUD/UO0z4QGFM2Ox/86sn9uBwO3nfekpT733LmAn75xAGGglEWN1YkSgFnQ66rY0EbdxHt4ZtxhYYcPXzT4Fs9fHNmn03Q1uT0RfU5vf5MU5Irbacbq4dvyhTz6yq4ZsMSnv7yxUUVdQe92tb0dN62TktMzyXp+CMpWrblE2sgvaGijP9466nc8J5141YGm7QaXmy2q21/8LfddAwFWdZUOSnDUiz8aetRFjZ4UwawlzZVcrhvhL7hMDVedyJzxR/Kbvbzo7/v4Z03PJNzb+N0bD7Uz4bljWlbYJ44p4aT59fgdTt5/alzGQnHEguQMuEP5bZYCrST1VBRRpdRuqCq3DWmguxkaElchxaDn2O55VLANvgpsHr4Zkrm/HovDodMm8GcCtaeAJefPJfqchfPHR6r4yc8/GnKcDJX23rdTrxlTk6cUzNhwLk1hWc1Ebs7fZy+sI5zVzSWnMHv9YfYuLeHN5w6L6Weu6y5imhcsePoILVedyLIl23FzKMDAZSCz9z+Al+750W+cOfWjCvDs6FzKMTcDL2Zv/vmU/nZO05PfJ9DWQZucy2HYNJcXU63T0s6uXr3oB2Vugr3mMVXI4luV8X3W58qtsFPwWgBtRDtAwGcDqG1yLx6K+biq+pyF6015axdVMcz+3vHeFsz5eFn++MzZ0nZFlDzBaPUeN00V3noH4mMW6VaDAHOdDy1v5dYXHHZmjkp9y81MqcO9o5Q43EnviOzr2omOoeCXLiqmTMW1XPbs0e4c0sbt2TZoCMd0Vic3uEQLRka3J88v5aLT2qlxpCekrNd0uELRifMwc9Evgw+mIuvRp2I0X6205v+XQhsg5+CqnIXZU4HnUMh2vsDzKnxjAm0FRumh7/cKMPwhlPnsa97mHf+8pmEN2x6+NMWtDWm1NkGz0zPKltJx/QIzRuFmX8NcMszh1n3rb8XVe66FVMWXJImJdaaKlvrdSekhGwkHaUUHUNBVjRXcceHN7D73y7n9EX1iRTdXOnxh1GKCes4WTE7OmXr4ftD0SmlKzZXaYPf6w9PeSVra42HLt94SacYZ/NTpXitWAEREc5e1sA9L7Szr9vP/LrCpFtmS62RGWCuyn3bWQv58VVr2dY+wJf/oBeJmT06py1o65588Kx1Ern4/tBYg2/eyI4NBvjWX16ibzhMW3/2TTNmkmODQSrKnNSk8WjrK8uoN2ZpNV6XxeBn9vCHglGCkXii8qOIsKK5KpGxlSumAUyn3ydjevjZ5OIrpbSGnwcPv3c4lCcPf3zQNtu0zFLCNvhp+OdXraTHH2Zr2yDz6oqn+FEqzBLJ1qJoV66dzytXNtPWr5s7jCQyD4pD0gEdMOvMQo9XSuELRqj2uBPenFmt8V/v2ZH4gXYVafZOx2CQubWeCfOxTVmnxmMJ2gYjfPaOrXzm9hfSPs+8YVqllxUtVfQOh+nPocT36Hn155u9h29KOpkNfiASIxZXOadlgjb44ViczqFQzouuTFprPfT4Q4m6RqMevi3pHDesX9qQ6DI1fxoareSTecYM5JT5tWO2V3lcicDfSFivbEyXNTNVTA9/MgtgWqo9dGfh4YeicSIxNc7D3942yN9e6kxkJiUXYxsJR/nJQ3s459sPjat0OpMcHQxmXJRnptDWeN0JQ+MPRXns5S52dqTvnWoa/DlJBh9gb3fuXr553mw9fFNWzCYX359FWYVMWDPlcl10ZTK31kNckXA+hqc53lVIbIM/AZ+4eCWgu9sXMytaqnj88xdx/sqxedg1HneiKuFkaoPkglkieTLeVlN1maEVTxxwNb1G7eGPGvwdR3UmyrXnLwMYU5tHKcVb/vspfvDgy3QMBVOWm5gpOgYDGbNdEh6+1025y0mZ08H+nmF6/OEJtXxTijDTXGHU4E9F1unyhRDJvtLjaNA2s4efqTRyNlgN/lQlHfO7OWbEWmwN/zjlvBVN/P7DG1Iulik2FjWOL19QVe7CH4qilGIkHJu2lEzQK21hct5Wc5WelmfK7DBnKTUeFx631sK7fSH2dPnxuB2sbKmissw5RtLZ0+Vn57Ehvvr61ZS7HHRPsWFHrkRicbp8mdMbzcCt6SlXljsTDb4nSs80b3JWT3x+nReP2zGlwG3XUJDGyvKskxU8bgdup2QVtE2URp6CwbdKTbmusjUxY3TtCYM/vSnMhcQ2+Bk4a0nDtFfnnC6qPS5icUUgEmNkEsWgcsH08LNZNWtieuuZuiclV1Zsri6n268N/oqWKhwOoaXGM8bD37hXd0q6bE1rIsBXCLp8IZSCuRkC/2csrmdpUyWrjbULVR5XIgjtC0bTzoI6BoPUet1jrlGHQ1jWVDUlSafLF8pavwcdLK7xuLMK2o5KOlPQ8KtGb3CNU9Twze/mmDFbGg5F8bqd0yZ/FhLb4M9izOCfLxhlJBLDO41ZB7kEbRMGP4Mx9lkkHRjN0NjXNVrfv7m6nO6hsQZ/SWMFC+orCmrwTZlgTgYPv7XGwyOfuzAhx1iNoXnTTkXnUHCMfm+yvKVqSh5+51BwjEyUDbVed1Z5+KZENRUNv8brSlTazLX5iUlVuYtarzuRPjscjs1KOQdsgz+rqbKs2BwJRad1IUkuQdumajPjZuJsEl+S5ttc7eFg7wjtAwFWturmKi3V5QlJJxqL8/T+vkTVTjNnuxCYXuO8SVZSrUqajaWTdTqHgonyAFZWNFfRPhAgEM5u8VYy2sOfXHZatdedlaSTDw1fRGg2HIapBm1BJz6YBn8knLmfbaliG/xZjBlI8wUjjIRj09ol7NWrW/nEq1awaBIdv7KVdPzJBt9iwM21By3Vo5LO1rZB/KHoqME3JKBCcGwwOw8/GfNmfaLRLSxdO8HOoVBKD39FSxVK6baWkyUai9PjD03aw6/xuLIK2iZ/n7nSXF1OZZkzL5LrvFoP7QOjks5szMEH2+DPakaLcEUZCWfXsi1X5tZ6+cylq3BMQvesryjDIZkN/lAKScdkpdHBq6WmnJFwDH8oysa9PYiM9hduri6nbzicdWGvfHJsMEjlBIuu0mFKCmZqcCqpJBZXdPtDKVMnzbaSj+7umvB1zC5uVnqH9Srb5ixTMk1qvFlq+HnKgmmpLs9bf2arhz+Z5ielhm3wZzHViQU8UUbCxXcROx1CQ2V5TkFbALdTWGzMKFostXn+sa+HNfNqEgHkRDmGDNLRdNAxGGROhkVXqTC/u3OMm1aqDli9/hCxuEo08bCyoqWKy9a08rNH9nK4dyTla+w8NsSV12/kPb/eRNASI0jk4E+yflSNx51VHr4vGMHrdiZKG+fKp159At9+0ylTOofJvDovg4EI/lCUbn9oTEHC2YRt8GcxYzT8cAyvu/imqU1VZXT7Mmv4VeWuRNaEmRu+tKkykTZo6s3tAwGePzzA2UsbE89vrhpbjmEmOToYTCyMmwxrF9ZxzrKGxIKsVBp+RwbD/I0rTsblcPCVu7enzPL5xeP7KXM52HKon8/9fmuiAJ25gC3bRVcmOmibnYc/lbIKJqvn1Yxbe5Ir5mr6He2D7O3yl0x9+8mSlcEXkctFZLeI7BWRL6U55m0i8pKI7BCRW/I7TJtcqC4fXQwzXKSBqKaqbDz8yBi91/TYV7ZUJ7aZgcuHdnYRisY5a0nDuOMzvU4+uPnpQ/zhubbE447BQEqNPRNvP2sRt123IfG+U2n45qKrdPGBObUePvXqlTyxp4ddSat12/pH+NPWo1xzzmK+ePmJ3LvtGI8Y8o/ZYCZVMHgiarwuwtH4mNlCKnzBqRVOmw7MXPy7X2gH4JxlDRMdXrJkNPgi4gSuB14DrAauFpHVScesBL4MnKeUWgN8ahrGajNJTC/KrHw4XYXTpkJTVVlWko41hc/05pdbageZks5923V/1bOWjHpoyQXXppP/fmQvv3tGlyZOLLqaQvG9aktqbTLZlD8wA9d7klI0f/XkAQR4//lLufb8pVSWOXlolzb4XUPmKtvJSzqQebXtVEsjTwfmd3TvtmN43U5OmT++Uc1sIBsPfz2wVym1XykVBm4Drkw65oPA9UqpfgCl1MSRIpsZwekQKsqciZrzxZh5YHr4E5VX8IXGe/jfftMpvPPsRYlttV43ZS4HXb4Qy5srxwTzEuUYptnDHwpGODoYTKSHJhZdTTJDx0plmQuR1B7+7k4f1eWuhGSViqVNlYjAfku2jlKKe144yqXxajAAABqzSURBVOUnz2FenZcyl4PzVjTx2O5ulFJsbRtgfp130hp7ooBahsCtfxINzGeK1upyHKJvRmcurk/k+M82snlX84EjlsdtxjYrJwAniMhGEXlaRC7P1wBtpka1x5WYohelh19dTjAST1S8TEWqhtfvOHvRGM/Wmpe9funY6bjH7aTaKMcwnezp1Ea1c0jfwMxFV1Mx+A6HUFXmSpmls71tkJPn106YGeVxO5lf52Vf93BiW1t/gL7hMGcvG41zXLiqhfaBAI/v6eGxl7t50+nJP/HMmIHOwTSB2xue2M87b3iaQ73DRdc+0OV0JKS32SrnQHYGP9XVlOyOuYCVwIXA1cANIjJuTiQi14nIZhHZ3N3dPdmx2uRAVbkrUeq2WD18mHi1rT/Ldnim5mzV701mYrXty51aJw9H4wwGIolFV5kqZWai2uMalzoZjsbZeczHqQtq0zxrlOXNVWM8/G1tuujcaZbnXriqGYAv3bUNgLetWzjpcZqpp+kknfu2H2Pj3l56/OFJy0UzgRlct94IZxvZGPw2wPrtLwCSuyW3AfcopSJKqQPAbvQNYAxKqV8opdYppdY1NzfnOmabSVDlcSe03oqiDNqOrW+fiqEUHn4qWg1tP6XBn4HVtqbBB+3lm4uu5k6xn0K1xz1O0tnd4SMci3Pqgsxa87LmSvZ3DyeycLa1D+B2SiJXH7SxO6G1imODQV65spmFk1hAZ5JJ0unyhbhy7Tz++NFz+cwlJ0z6/NPN/HpddC6bm2ipko3BfxZYKSJLRaQMuAr4U9IxdwMXAYhIE1ri2Z/PgdrkRo2lJn5FERaBy2a1rS8YyWrh0ikLajlpbg0LUvQvmInVti93+nAZ8krnUDCx6GqqGSnVlu/QZFu7LvecrYcfiMQSaZzbjgxy0tyaRFtKkwtXtQBw9frJe/dgCdqmMPhKKbp8elXw6Yvq87ZgKp98/KIVXP+OM8Z9LrOJjFeiUioqIh8HHgCcwK+VUjtE5JvAZqXUn4x9l4rIS0AM+LxSqnc6B26THVattBgLQiUyaNIsigpH44Si8awknY9dtIKPXrg85SKnmZF0/JyxuJ5NB/ro8oU4NhBkbp130ouukqn2uMbVG9reNkhdhTvlzS2ZZc269PK+bj9zajy82D7IlaePL/n97nMW43QIF5/UmtM4zb62AyPjDf5QIEo4Gh+zSrrYWNlanajNNFvJKhStlLpPKXWCUmq5UupbxravGcYepfmMUmq1UuoUpdRt0zlom+yxGspiDNqa1TXTafjJlTIzkc64NleXJ0pMTAf9w2G6fSFeYaRBdg4FOTYUnFLA1iSVpLO1bZBT5tdmdTMxK4ru7x7mQO8wvlCUU1OkHS5sqOCLl5+Y8wrYcpeTpU2VPH1gvK/X5RvfitFm5pmduUc2CaxldosxaOt2OqircKeVdJLLKuRKcyI4nH15hcdf7uYLd24lFM1ccdLU709dWEe1x0XXUDCrTlfZYG1VGQjHGAxEeLnTx2lZ6Pegb3ZV5S72dfvZ1mZIQQunR6d+3SlzeWpf77jvc7I9cm2mB9vgz3KqitzDB20EOtP0tk0ujZwriVjBcPayzgM7Orhjcxtf/9NLGY81Df4JrVW01nhoHwhozXqKGTowquEPjkRY9+8Pcto3/kYsrjh5fnZGW0RY3lzJvm4/G/f24nE7El5/vnn9aXOJK7j/xY4x2xMevm3wC4pt8Gc51mDndFbLnAonz6vlhSODKRdfTVbSSUdNIkc8c60XE7PY2q2bDnPrpsMTHruny091uYs5NR5aa8rZ3j6IUrrs7lSp8bgJx+K80DbAcDjG29ct5JMXr0ykUmbDsuYqNu7t5c4tbVy6ek7WrQsny6rWapY3V3Lv1rGJfGbpalvSKSy2wZ/lmFJImdMx5eqE08W6JQ30+EMcSlHV0ZeH/qcwuigomwYdJn3DYdYvaeDUBbX87plDEx7bNRRKVMVsrfYkJIzJ1sFPhfnetxzUPW4/c+kJfPqSEyZVB/6CE5pZ0ljB995yKj98+9opjykdIsLrT53HpoN9iRXeoD+fyjJn0S24Ot4oTgtgkzdMz7gYc/BN1hl1b541DJqV0QbmU/Pwa3Px8IdDNFWXsaK5iv7hiZ/XNxIeLcdsKTqWS6XMZEyDv/lQP3UV7pxkkTeePp9HP38Rbztr4bT3an3DaXNRCv7wfHtiW5cvaHv3RYBt8Gc5poZfjAFbkxXNVdR63Ww+2D9u36ikkx8PfzBFymA6+obDNFSWUVdRxsDIxMHe/uEwDRXa4LdaWgPmw8M3A+8vHBnghNbqKad5TjcrWqo5e2kDv336EDFLyeViTsk8XrAN/izHnEIXa8AWdL2YdYvr2XwovYc/1eqKZS4HXrczaw8/FlcMBCI0VJZTV+FmOBwjHE3fMavf4uGbNX6qyl1TnpnA6M1uJBxjVYnkiV+zYQlt/QEeMStw+oJ2wLYIsA3+LKcm4eEXr8EHrePv6x6mNymdbygQoaJs6t2RQHv52Rr8/hFdUrqxsoz6Cm20BwKpvfx4XNE/EqGhUh9n9oLNh3cPY2c31nIIxcyla1pprSnnpqd17COXpug2+cc2+LMc0zMuZg8fRuvXbzk0VtbpGwlTb0glUyXbjkwwmqHTUFlGrfH66eQgXzBKLK4S4zQNWz5y8GFs/KJUDL7b6eAd6xfz+Mvd7Dg6yEg4NumGKjb5xzb4sxwzaFvMGj6QyCl/6djQmO0DIxHqK/PTX3QyHn6vka8/1sNP/dy+kdGbA4xW7cyXwbd6+Ce0lIbBB3j7WQtxCPz8kX3A6MzHpnDYBn+WU+F2IlL8Hr7H7aTM5SAYGauT9w3nz8Ov8brT1mpPpm9YG/HGqnLqvPr1+4dTSzrmsaaG73E7uXLtvJxr0iRj1kCaW+uhtqJ0mmvPqfVwwQnN3Pei7kJmSzqFxzb4sxyzgUaxLrqyUuZ0EImNNfgDeZR0aryurPPwTSOus3Qm9vDNG0GDZZw/vup0LlszZyrDTeB26oDzCSUSsLXytnULMdfT2UHbwlPc83ybvPD5y1exem5NoYeREbdTiMZSefgFkHQMDb++wk0gov2idKmZyZLOdHDxSS2cbxRmKyUuPqmVhsoy+obDtodfBNgG/zjgmg1LCj2ErHA5HYRjo+UVorE4Q8FoQiqZKrVeN/5QlGgsnrK0QDyu+O0zh/inMxfSNxymrsKNy+mgyiG4HJKy7C+Mevj5GmcqfvaOM6bt3NNJmcvBVWct5Pdb2hLlk20Kh/0N2BQNyZKOKaHkM0sHdAetVN749vZBvnbPDspdjsSiK9DlAuoqyuhPY/D7RsKUuRxFn/paKD576So+nKZPgc3MYmv4NkWD2yljDf5Ifj3nTOUVTN1+a9sgPf4QjZbXratwM5gmD99cZWsbtNQ4HZKXBWg2U8c2+DZFgzvJw+8bNj38/Gn4kN7g9xs3mG1tA2M8fHMM/cMRYnHFV/64nV0do+mjfcPhaZVzbGzyRVYGX0QuF5HdIrJXRL6UYv97RaRbRF4w/n0g/0O1me1ogz+q4ZsGON+STiYPf9cxH51DwTF9V2u9ZQwEIuzv9vO7Zw7zmycPjnleQ57WCtjYTCcZDb6IOIHrgdcAq4GrRWR1ikNvV0qtNf7dkOdx2hwHJEs6+Q6GZiqRbAZlo3HFUDA6RtKpr3AzMBJmb5cfgId2dRE3CoP1j0TydlOysZlOsvHw1wN7lVL7lVJh4Dbgyukdls3xSLKkYwZJZ1LScVlKBzckafgDI5GEwe/xh9jWPggwTv6xsSlWsjH484EjlsdtxrZk3iIi20TkThFZmOpEInKdiGwWkc3d3d05DNdmNuN2OohEx0o65UaVy3yQqetV/0iYRY0ViXaIYw1+GYFIjB1Hh6ivcON0CA/t7CQaizMYsD18m9IgG4OfKvUguRfdn4ElSqlTgb8D/5fqREqpXyil1iml1jU3Z9+ezeb4wO1yEP7/7d19jFzVecfx7292Zv2ytlm/rKnB7+A0sQrFxiWoDaQqqMGQ2umLKtNUpWoaRBWLRLRSjIhQSv8KUVO1ktWIqKhpFUKSpmncyhWJorRVVUHZEBswL8GmODY4xhjzYhuvd71P/7h3du+uZ3bH6zs7d3Z+H8namTN3dx8d3fP47HPPPXdcSWdhjqtfZle6mFUu1S3pnDg1yKK53Vy9PNnXZ3HPaA2/erdt/8ETXLW8l2tXLeT7zx0dWTrqGb61g0YS/mEgO2NfDox5YGVEHI+I6r62XwGuzSc86yTd42v4p/Nf/TLR3bYnTp+lN5Pwx67SSV6/cXKAK/vmcfMHlvLCz95l76G3ks+d8K0NNJLwnwTWSVojqRvYBuzKHiBpWebtFuD5/EK0TlEulRgas0pnMLf6fdVkCX9RT4Utv3gZt121jLV9PSOf9c4ZjePKpfO47erLmFUu8ef/+hwwdh8ds6KaNOFHxBCwHXiMJJF/MyL2SXpA0pb0sLsl7ZO0F7gb+MNmBWwzV6VcOm+VTt4z5wV1En5EjKy2Wds3j50f3zjmIeG9mYR+5dJ5XN47h7tvWsdP30wevJ7XFs5mzdTQ1goRsRvYPa7t/szre4F78w3NOk2lS2Nr+Kfz2zit6pI5FY6+c+a89vcGk0cY9taZqffOHTvDB/jkDWv57p5X+cnRk67hW1vwnbZWGNm9dEaeKZtzqaReSWd0O+Ta/8FUa/iLerpHknt3ucRfb9vAH39ozZgHl5sVlTdPs8LI3mn7znuDRFB3xj1V9RJ+9aarer9vdqVEd7nElX3zxrR/YNkCPvfRWvchmhWPZ/hWGOXMKp1m7TG/YE5l5Bm0WZNt4yCJtUt62LCyN9d4zKaTZ/hWGNmSTnWnzN6ca/g/tyApvbz+7hmWXTJnpH2ykg7At//kl6nU2EffrF347LXCyJZ0qjtl5j3DX74wSfKH3nxvTPtkJR1Ini3bXfaQsfbls9cKo9JV4txwcG44ODmQJOD5Oe+jXk34h0+cHtNeLelk19ubzTRO+FYYlXKyhcLguWEGBpPSzuxKvqfoZb3VhD92hn/i1FkWzC7XfPSh2Uzhs9sKo1JKTseh4WBgKEn4s8r5PjZwdqWLpfNn1ZjhD3p7BJvxnPCtMCpd6Qx/aJiBoXMAzGpCzXzFornn1fCTm7yc8G1mc8K3wqikyT1b0mlGwl++cA6H3zq/hp/3Xb1mReOEb4VRXfJ49twwA0PDlERTaurLF87hyFtnGBqzb4/3tLeZzwnfCmOkpHMuGBg6l3v9vmr5wrkMDQdH3x0YaXurCVsxmxWNE74VRnWGP5TO8GflvEKnanQtflLWOTUwxKmz51g8zwnfZjYnfCuMMSWdweGm1O8BViycC4wuzTx4PEn8qxb11P0es5nACd8Ko7uretG2uSWdZb2zkUZvvjp4/BQAqxbPbcrvMysKJ3wrjEpXZpXOUPNm+LPKXVw6f/boDD8t7Tjh20znhG+FUR6zDr95NXxI6vjVGv7B46dY3NOd+zYOZkXT0IiSdIukFyXtl7RjguN+R1JI2pRfiNYpRmb4w8HZoeGmlXQAVi3u4cCxk0QEr7xx2rN76wiTJnxJXcBOYDOwHrhd0nlPfJA0n+R5tk/kHaR1hpEafnqnbbNKOgAbVvbyxsmzHHrzPQ4eP8Xqxb5gazNfIyPqOmB/RLwcEWeBR4GtNY77C+BB4PwHhpo1YMzmaU2s4QNcu2ohAP9z4A1ee/sMq5zwrQM0MqIuBw5l3h9O20ZI2gCsiIh/m+gHSbpTUr+k/mPHjl1wsDaznb8ss3klnfddOp95s8r8y55XAV+wtc7QSMJXjbaR58NJKgF/BfzpZD8oIh6KiE0Rsamvr6/xKK0jVHfLHFmW2cSLtl0lsWFlL4+//CbghG+doZERdRhYkXm/HHgt834+8AvAf0h6Bbge2OULt3ahqiWdoWko6QBsXLlw5LVr+NYJGhlRTwLrJK2R1A1sA3ZVP4yItyNiSUSsjojVwOPAlojob0rENmOdvw6/eSUdGK3jL5hdzv3ZuWZFNGnCj4ghYDvwGPA88M2I2CfpAUlbmh2gdY7RGn4wMNjcVToA16zsRYLVS3qQalUuzWaWciMHRcRuYPe4tvvrHPurFx+WdaLucTP8Zj8wfMHsCr+0ahHvXza/qb/HrCgaSvhm06F6p+2ZwXMMDUfTSzoAj3zyg5Q8u7cO4YRvhVEuJYn31MAQQFNX6Yz8Tj+03DqIz3YrDEl0d5U4WU34TS7pmHUajygrlEqXODlQfYB580s6Zp3ECd8KpVIucfLMIOAZvlnePKKsUMqlTElnGmr4Zp3EI8oKpbtLvHumWsN3SccsT074ViiVcolTZ33R1qwZPKKsUCpdJU6eccI3awaPKCuUSnZZZsUlHbM8OeFboVS6xOC5ZPdtz/DN8uURZYVSydz56oRvli+PKCuUStfovjYu6ZjlywnfCsUzfLPm8YiyQunOJPxmb49s1mk8oqxQytmSjhO+Wa4aGlGSbpH0oqT9knbU+PwuSc9I2iPpvyWtzz9U6wTZkk63ty42y9WkI0pSF7AT2AysB26vkdAfiYirIuIa4EHgS7lHah2hmuRnlUt+7KBZzhqZQl0H7I+IlyPiLPAosDV7QES8k3nbA0R+IVonqWQSvpnlq5EnXl0OHMq8Pwx8cPxBkj4F3AN0A7+WS3TWcSrlZFbvJZlm+WtkGlXr7+rzZvARsTMirgA+C3yu5g+S7pTUL6n/2LFjFxapdYRyyTN8s2ZpZFQdBlZk3i8HXpvg+EeBj9X6ICIeiohNEbGpr6+v8SitY1SXYjrhm+WvkVH1JLBO0hpJ3cA2YFf2AEnrMm9vA17KL0TrJNU7bb0Xvln+Jq3hR8SQpO3AY0AX8HBE7JP0ANAfEbuA7ZJuBgaBE8AdzQzaZq6Ri7Z+2pVZ7hq5aEtE7AZ2j2u7P/P60znHZR3Kq3TMmsejygrFJR2z5nHCt0LxDN+seTyqrFBGa/ie4ZvlzQnfCqXbM3yzpvGoskKp3mnrrZHN8udRZYXiO23Nmsejygpl9KKta/hmeXPCt0Lprm6e5hm+We48qqxQfKetWfN4VFmhjNbwXdIxy5sTvhWKSzpmzeNRZYXiO23NmsejygqlmvC9Dt8sfx5VVijrls7jrg9fwY3r/IAcs7w1tD2y2XQpd5XYsfn9rQ7DbEbyDN/MrEM44ZuZdYiGEr6kWyS9KGm/pB01Pr9H0nOSnpb0A0mr8g/VzMwuxqQJX1IXsBPYDKwHbpe0ftxhPwY2RcTVwD8BD+YdqJmZXZxGZvjXAfsj4uWIOAs8CmzNHhARP4yI0+nbx4Hl+YZpZmYXq5GEfzlwKPP+cNpWzyeAf6/1gaQ7JfVL6j927FjjUZqZ2UVrJOGrRlvUPFD6fWAT8MVan0fEQxGxKSI29fV5nbWZ2XRqZB3+YWBF5v1y4LXxB0m6GbgP+HBEDOQTnpmZ5UURNSfrowdIZeAnwE3Aq8CTwO9FxL7MMRtILtbeEhEvNfSLpWPAwSnGvQR4Y4rf20rtGHc7xgyOezq1Y8zQnnEvAXoiYkolkkln+BExJGk78BjQBTwcEfskPQD0R8QukhLOPOBbkgB+GhFbJvm5U67pSOqPiE1T/f5Wace42zFmcNzTqR1jhvaMO4159VS/v6GtFSJiN7B7XNv9mdc3TzUAMzObHr7T1sysQ7Rrwn+o1QFMUTvG3Y4xg+OeTu0YM7Rn3BcV86QXbc3MbGZo1xm+mZldoLZL+JNt5FYEklZI+qGk5yXtk/TptP3zkl6VtCf9d2urYx1P0iuSnknj60/bFkn6vqSX0q8LWx1nlaSfz/TnHknvSPpMEfta0sOSXpf0bKatZt8q8Tfpef60pI0Fi/uLkl5IY/uOpN60fbWk9zL9/uUCxVz3nJB0b9rXL0r6SCtiTuOoFfc3MjG/ImlP2n7hfR0RbfOPZFnoAWAt0A3sBda3Oq4acS4DNqav55Pcx7Ae+DzwZ62Ob5LYXwGWjGt7ENiRvt4BfKHVcU5wfvwMWFXEvgZuBDYCz07Wt8CtJFuUCLgeeKJgcf86UE5ffyET9+rscQWLueY5kY7NvcAsYE2aY7qKEve4z/8SuH+qfd1uM/xJN3Irgog4EhFPpa/fBZ5n4v2Him4r8NX09VeBj7UwloncBByIiKne0NdUEfFfwJvjmuv17VbgHyLxONAradn0RDpWrbgj4nsRMZS+LdyGiXX6up6twKMRMRAR/wfsJ8k1026iuJXc5PS7wNen+vPbLeFf6EZuLSdpNbABeCJt2p7+GfxwkUojGQF8T9KPJN2Ztl0aEUcg+c8MWNqy6Ca2jbGDoeh9DfX7tp3O9T9i7IaJayT9WNJ/SrqhVUHVUeucaJe+vgE4GmN3M7igvm63hN/wRm5FIGke8G3gMxHxDvC3wBXANcARkj/PiuZXImIjyfMPPiXpxlYH1AhJ3cAW4FtpUzv09UTa4lyXdB8wBHwtbToCrIyIDcA9wCOSFrQqvnHqnRNt0dfA7Yyd0FxwX7dbwm9oI7cikFQhSfZfi4h/BoiIoxFxLiKGga/Qoj8bJxIRr6VfXwe+QxLj0Wo5If36eusirGsz8FREHIX26OtUvb4t/Lku6Q7go8DHIy0qp2WR4+nrH5HUw9/XuihHTXBOtENfl4HfAr5RbZtKX7dbwn8SWCdpTTqj2wbsanFM50lrbX8HPB8RX8q0Z2uwvwk8O/57W0lSj6T51dckF+aeJenjO9LD7gC+25oIJzRm9lP0vs6o17e7gD9IV+tcD7xdLf0UgaRbgM8CW2L04UdI6lPylDwkrQXWAS+3JsqxJjgndgHbJM2StIYk5v+d7vgmcTPwQkQcrjZMqa9bcSX6Iq9i30qy6uUAcF+r46kT44dI/iR8GtiT/rsV+EfgmbR9F7Cs1bGOi3styWqFvcC+av8Ci4EfAC+lXxe1OtZxcc8FjgOXZNoK19ck/yEdAQZJZpWfqNe3JGWGnel5/gzJI0SLFPd+krp39fz+cnrsb6fnzl7gKeA3ChRz3XOCZGv3A8CLwOYi9XXa/vfAXeOOveC+9p22ZmYdot1KOmZmNkVO+GZmHcIJ38ysQzjhm5l1CCd8M7MO4YRvZtYhnPDNzDqEE76ZWYf4f73RqLSQsE/BAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAXwAAAELCAYAAADawD2zAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDMuMC4zLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvnQurowAAIABJREFUeJzsnXd4ZGd1/z9n+kijtpJWK6229113FhuDjQvFmGJTErDpJfQWQkhwAoQQCCaN/CAQYgg4dAgEbMDYGGMbd3tddr3V23elVW+jMn3e3x/vvaPRaEZzp2kk636eZ5/VzC3zTrnnnvd7znuOKKWwsbGxsXn246j2AGxsbGxs5gfb4NvY2NgsEWyDb2NjY7NEsA2+jY2NzRLBNvg2NjY2SwTb4NvY2NgsEWyDb2OTBxE5T0QuKvLYj4jIhgqMyVfuc+Z5vQ4R6SjxHJeIyJ+Ua0w2hWMbfJslh4g0isg/iohkPH9BjkM2Au+b43zXishbROQ6EbleRG4WEY9x/vcDw8Z+XhFpKtPbOCwi64s5UETeISLPLfCwdwBftXDuNhH5S+OzuE5EviYizzE2vxrwp+3bXuAYbErEVe0BZENEtgBnlFLjVRxDAFillDpQrTEUiogsAxqVUseqPZb5RkSagTuBccBcTbgNOA6EM/42eRHw+7THO0Tks8CrlVLJtOcTwEnjdbzADqXUE2nbtwH7gduMx29XSkWNWUEz8Avj3rIMOAFcU8p7NSnkexaRzwN9SinTaEcKONYFvBV4ccbzfuCzwN8qpeLm08DFwBuMx1cDZ4y/Xw5cKCLvMh6fJyJnKaW6rI4ly9gCgFJKTRZ43HONcbqADuDLSqnuAo53ANuVUnsLfN1O4NPGa35DKfWbQo4vlQVn8EXkEuBHwKXoi7caY1gH/BuwG/2DrioisgZ4CLhYKXUyxz5nAd8AvgXkNQTG9PwtaO+zE4gopf4xbXsr2qsdAc4D7lRK/cTYth19IYeAs4GfKaXuSjv2vUAD+vtbD3xfKbU7bfuLgecCo8DLgPcrpc4Y254HvAB4t1Jqa94Px0ApNQTM8NBF5PvAp5RSJ9L/nuMc3xORVwJOEfkw8BpjUwsQEJHLgRVAk4icq5TqNbYngKRp9EQkZjz/J8CfK6V+aDz/M+CLVt9THtJvSIjIXwJHlVK/yLH/KvRNCeAosBXYk21HEXkh+nfUa7xOC1AHfC9jUmTyauBnxt8JtAE2PwsFxETkbOC0Uuoq4/lrgSuKNfbG93Ml8AiQEJFatD3rUUp9Lc+xl6N/X28yHr8FuFdEdiil5rwRGk7Vb9CzvnvR33Eh/B/wz8Au4C4ROaKUOlTgOYpmwRl8pdT9InK0ymM4LiK3AGurOY40uoEbjP+zopTaKyK/z7U9C/+D9mQnAUTkRyJylVLqDsN7+SrwZ0qpCRG5GNiRduw3gTcZhtQH7DMM4IRhzLcqpT5mnLcGeEBELlBKKRE5H32h/23a9kYML1Ap9bCIPIr2ggrC8ESblVJ9efbzAluUUnuMx36lVMh4/TcYEsQPgf9RSo2KyKuB85RSn81xSmfmY+M1vIDH+DzPAfqVUo8X8H4+gr7p9mfZ3CYi92Q8Nyoiv8vh7TYCh42/DwFX5HpdpdQfgc1p4/gl8AWl1GMWhp35WZjPXQ/8iyGbPQm813iuYETky4BDKfWajOffDViRia5G3yxMHgQ2oN/z03MdqJQaFpHL0FLdpQWO+/lAUCn1v8bjbwJvBP6ukPOUwoIz+DZZcQNPpU2by8HFaO/8YePxHuBc4A701PuMUmoCQCn1EHqGYfJL8w+lVFhERoBWYAI9GxhM2z4lIlG0nDEE/C3wubTt/5o5MKVUMocnmQ8vcEBETM91G7BBRCLG3xtFJAzUoL30LYZ00yoiNwKfUUodAdblMszGzCimlBpIe9oDfNHwskF7uX8CfBntIX8a2Am8vZA3o5T6CvAVEWlRSg2mbxOR00qpyws43VrgiHHePhHZZOUgEXkDcEAp9ZghxbSlzwSz4AEuS7sZbQX+H3BKKXWnYaxfBPxUKTVWwPjN8VwMvIqZDojJt4BPWDjNjcBP0x5vBybRclteDLnOsvyTxtnom53JHnRsZN5YyAZ/h4i8HqhHTyf/QimVEJFr0FP30+gv6stKqS4RORftlX1QKXWPEdD6DvAdpdTNIvJO4DPAX6GnY2uAh5VS3wEwAmw3AAEgCKzG8KyMbR9Fyx9RtGH8P+MiWIO+S78H/eWtAtah5YCdaHnih8BNSqnPicir0HLRR5RSv833IYjIlegfysfImHGIiBv4PFqXnkJfXCcy9vko8GalVGaQ7qVMT/ExXuPmtG3dIvLvQK3xef2NYfhRSv1z2vnPRd8cjhtP3QbcIyKPK6VuF5FV6It9yNj+YuA/ReS/AR/aQLxNKTWV77OwQBzYYxpCEfk18C7DwKXLOxuNv5PG+zklIr8B/saQClzG7+e/0Zp0uqSzDdglIq9U05UH9wOvA/5NKfVKEXkRMGF+JsZxk+SQKEXktcC/ojXhUJZdakVkp1LqdmP/WvTv0BLGDMOjlBpJe9ohIo6MWEXmcWcB1wF/ajyl0l9XRLYBR5RSsbTDosBfo6+hAPomUwvcZGzfDXwN7RgUw+uAW7JJL8b38U/5TmB8Do8b70GATwIfm4eYYQP6d2AyiZ55zRsL2eDvVEr9PYCI/D/gNYbn9kal1HXG88uB7wFXKaV2i0hqyqmUOiYid6c9/raIfBXoVkr9VEScwF70TQHgzUC9UuqTxrk/hv6CQOvNVymlrja27UFrsdcamvoXRQea3wD8q6EFDyqlEsAfDcNpejO7gRutGHtj3H8A/mCMJ5NPAseVUt9I+5wy2YX2fDPP+6D5t3Fh+5RSvzOeWg88H3iVUqrHMJC/QN8UzGNcxmdwMdoomOfdLyJ/CvxGRB4GDgJvM45pQX+mVyql3mU891ngI2ivq1QyjVczabONPPwIuAftmf9WKdVvaLu9wCuZW9LZh9bFTeM6rpR61Hj8N8At6Gttl4j8HXBbhsE6APyYmQHlFEqpkyLyPhG517ghrGIOeS8L5zHz5m6O+fnA/dkOEJE64C6gB/i9MeNaAbhFxzlAOz43o50RkyTwa+CFxuMwenaaFK3jvwo9g7xVRH4IfFsVECxFBzvvyTLerzAdw1HA1eYMNQ83AL9TSn2zgDEUSyzLc9lu8BVjIadl/m/a339Ea24fRl8YACil+oGQTKd95WNAKfWAcWwC7WGavA190ZukvCHj4r1OROpF5CXAVUzfDNLZZ0gCKKW+nvb894HXGn+/Cm0AysHbSPs80sdsopR6QCmV0+sRHZx9L/CmtKf9wP8qpXqMcxwBxtNlAKVUXCn1CfT7+o4YKXYi0gC8G+0J/wR9E7w27bwAX0l7rR+iP5OyIiL1wJTxPedFKZU0DM8O43eFUqrLooz2ceBy4+83AleISJ2I/CPQq5T6d6XUvwBfR3vytxufk/naB5RSN6TNGLLxPcCUUjYDz1h5XwYvQgca0/kVc0hMhrf7OuB84B3GrOlG4D+VUpcb/5qUEatJYzP6PYKe4V6Bzsa5BD3Dvk4pdS96pnctOv7zQqwzBmRLbf0ocDs6FnSlFWMvOnAcMB3LeSCGnjGaOJjp8VechWzw06f4QbQGvAHtcaTTg/ZIiyH9w1+Z5dx6J+21fRZ4FzrglSsTImuKltLZHDHDuDZm6rEl0KSUGi32YNGpjB8HPpEhJQTROnQ6Q2S50AzjeCda0gI967hFKXXa8JpeAnxVdP550Ngn/dxZz1sk6QbzbehsiPRtAeNG4GPmdw+kUvV6M5/Pst9rRSQ96BnD8PCVUt9HZ6y8Bm2c/kpE7jE07U+iM6muKVS/VkrtB+Ii8na0TPhIAYe/mrS4i3G+PcBmmWMxlVLqfvSNe6+IXGg+LyKbROQDkn3xV+qzQM8uv4qWRwX9W7jT+Cx+jg7mblQ6SGyVe4FXZBmrQs/mhjMkpqyIyE7gEqXU3xTw2qUywUxHsQljjcZ8sZANfjpmFscJ9DQ9nRZ0fjXMntIXQh86XpCN9wGjSqkvK6VOFXn+H6CNYl6DUgBBQ8cvGNH5yzcAf6+UChvPmbrqbvSFnk4D07noP5OZq0dDTP+QzybtxqeUegodnFpvGLmTGedOnbcMiDG+LUDU1LwNfonWjn+DlhRSBl9E1onIa4D/BH4lIheJyDMi8kfDOH0eeHua4f4I8E5DFoTZv7sBpdR30RfzjaZHjJY/nixBK/408CHgnUzn/M+JEeS8XymVzbDchP5Mch0bQMcxXm1KVABKqcPAb9GyTGamSuZn4VZK/R86OeCptM/iOmB/Ec7Pz4EGEXlrlm3LrZxAdNr1W9GxBvO5DxQ4jmI4iJbBTJ6DvinOGwvZ4KcblCvRX/Q3SFu0YuiMNRgBGLSuucrY5mJm6lU+fomWakxezLRR2Mj04hHQQShExHKeOFrG+RB6Kl0ubkEHWM3g04vI8FxF5AUi8ldZjv0U8HnTszd0+hcZ274LvEJEGo1tAbQR6zNmO5ehM4dMLkF/P6AXMl2S9vpu9OdlLmD7JnqmZHIpWq5IH7Mj830Yz/+PiGTVnDMIKKX+K/0JpdTPlVKXKaUuRedCO9K2HUd7h2ehg5CPKKU2K6VeaBinTwM3p0kZlyul3pImF7nR0sUq0dk+rzZ+m9lSjWZdcyKyTUS+aHyHOTFuzA+ig6GfMb6XfMwVH/kBsNyIK2SOyQ/8O/BepdSdWcZyHO3A/Fh0coWJG5208EJ02uU7RGQHFj4LK9+v4b2/AviIiNwoImeLyEYReR06nmRFgrsRvf5jj4jsFZG9TEtycyIiLmNmvAlYKSJrjc/KCo8CjSJyqeEwvZyZ2UIVZ6EGbfcA60VkLdAG7Da1dxH5g4j8NdCFniq+I037/BZws4i8AO1dPYpe2Xcb2oC3ishLlE4Pe4nx+C1Kqe+hPZ0bRa9InELnLG8xvIEvA/8sOmc8hp6aKbRWO4X+cZ8PTIleSffjTO1X6fTFb5n6sFVEZ+lsN8b6TmBvmrf1GWPMF6KDY48CzxGR36S9zk50lsU/pZ1zB/AB4M1pNmY5RnDVCHi/C/i6iNyHnkV92NiWNLTPN4pIL3rG9XPz+0Gn4H1UdJA5hA6yvVdNZ+HciM7HvhE9Y/OQtmTf+O5eDdSLyJeAW9PO/WPg5yLizjFtd6ADlP+ax3b6mb04bQCdJ59NRxdyOEci8gq0YXOjjesfzXMYN65PGjIM6CyrbLns29Ae7+fIEcQzZhNfQEubq9DOz2ER+TrwXZVlQZ6IvB+9mnNWbAe0DGL8ph40pJ1PKKWCooPr70KvoM25pkHpjKf3oh2Znxo395+iZ9w3G8ePG2PxobX8e4zDfehMu3Tyfb/m63YZM5dr0DGkBPCgUupqsVC6Qin1hnz7zMFZ6Bsh6NXKN6f9y/e6SeP38jm0mvAWi4Hl8qGUsv9V+B/6x73S+IKrPp7F+g998//+HNtrgbstnGcjOl03/bnnAQ/l2P/1wJdybBP0Yq9s2z6U/p2j1yBcXsT7vgBtSN+c8fw1aOdIoW9g/wzUGNuuQGeWWTn/84F/QZcSATg3Y/uL0dLOQeCdWY5fk/Z3S47XCAB3pT1eC3yzkO/X/lf6PzE+aJsKYUz/nkZPn29Q5V08taQQkT9Hp/EFc2x3A8tVnjQ/Y7+kspjBI3qtxbjKroPPdVwHOksnaTx2Wn1NY//noWMiE+hZVNbce9FZLpejV8MmjOe2qDIu2TfkvY8D/5BrHHmOdwPLlDFjyPZZ5Pt+bUrHNvg2NjY2S4SFHLS1sbGxsSkjtsG3sbGxWSJULUunpaVFrV27tlovb2NjY7MoefzxxweVUq3FHFs1g7927Vp27ZrXNQc2NjY2ix4RKXqhoi3p2NjY2CwRbINvY2Njs0SwDb6NjY3NEsE2+DY2NjZLBNvg29jY2CwR8hp8Efm2iPQbFeWybRcR+YqIHBGRPaKbFNvY2NjYLDCsePg3o0uJ5uJqdKnQTehyqf9Z+rBsbGxsbMpNXoOvdDeauYpGXYsuz6qUUg+j6z23l2uAxTAZifOTx06RTC6cOkH3PjPAkX5dCTUcS/Cf9xzl3353iB8+Mt1P5YlTI+ztLqgRko2NjY1lyrHwaiUz61p3kaNdoIi8B6MV3urVq8vw0tn52eNd/N2t+1jZWMMlm1oq9jpWUUrxoR88wc61TXznHRdyx75evnT7wdT2F21bTlu9j0/9Yi/L673c/I4L5zibjY2NTXGUI2ibrdNEVtdaKXWTUmqnUmpna2tRK4Mt8fhJ3e/h9wdy9m6YV3qDYcYjcR4+NkwknuDeQwM01bi56S2693rPWNj4P0Q0XkqXRhsbG5vclMPgd2G0FTToZGY7wHnhgSODDE1EAC2NANx1sI+FUP7ZlHJCsQSPHh/mj4cHuWRTKx2NujNa71iYSDzByFSM+AKSoWxsbJ5dlMPg3wq81cjWeR4wppSaJedUkkg8wdu+/Sj/eNtB+oJhukZCbFoe4PRwiMP989tBLBuH+/QYHAL/de8xBiciXLa5leX1XgD6gmH6g/pmFU/YHr6NjU1lsJKW+SPgIXR/1y4ReZeIvE9E3mfschu6vdoRdIPq+ej+PoO+sQjxpOL2vT08cGQQgI+/dDOwMGSdIwMTNNa4uWhdM/cb43vhphZaar24HEJfMExvUMs6CdvDt7GxqRB5g7ZKqevzbFfAB8s2oiLoHtV9nyejCf7994fxuBxcsXU5Z69s4K4D/Xzg8o3VHB5H+ibY2Brgsi2tPHRsiK0r6lhe7wNgeZ2X3mCYXkPHtyUdGxubSvGsWGl7xjD4freTU8NTnL2yAa/LyWWbW3ny1AjhmOU2ohXhyMAEm9oCvHCTDlRftnk6YN3W4KMvGKbP9vBtbGwqzLPK4F9/oU71fM6aJgA2tQVIKjg9PFW1sQ1NRBiejLKhNcC29jpufO3Z/Nml61PbV9T76B2bNvgxW8O3sbGpEM8Ogz8WoiXg4c3PW43X5eByw4Ne3xIA4OjAZNXGZgaNN7XVISJcd+FqWuu8qe1t9T76ghF6jaCt7eHb2NhUiqp1vConZ0bDdDT6Wd8a4OnPXoXHpe9ja1tqADg+WD2Db6ZkblweyLp9RYOPiUico8Z+toZvY2NTKZ4dHv5oiPYGHQQ1jT1Anc/N8jovxwaql5p5pH+CWo+TDmN8mbQZqZnP9I0DtodvY2NTORa9wVdKcWY0lFrElMm6ltqqevhHByZY3xpAJNuCZC3pwLRnH0vYBt/GxqYyLHqDHwzFmYwmWJnD4K9vreVYFQ1+z1g459hAB21NRCCRtIO2NjY2lWHRG3wzB7+9IYfBbwkwPBlldCo6n8NK0TsWZkUOOQeYsa014LU1fBsbm4qxaA3+yGSU08NT9Ixpg9/RmN2ormupBaiKlx8Mx5iIxHOODaDG46LOp2PnnU1+W8O3sbGpGIvW4H/u1/t51X/cz8FeHezMJZusa9UG/3gVUjPN1bMrcsw+TExZZ2VTDXFbw7exsakQi9bg7+kaZXQqxjfuPYrbKbQEvFn3W72sBqdDqhK4Ncset88h6cC0rNPR4CNua/g2NjYVYlEa/HAswfHBSVwOYTwcZ0WDD4cjexaM2+lg9bIajg3Of2pmTyq+MLfB72zy01bvxe9xklQsqE5dNjY2zx4WpcF/pm+cpIIPXbkREejII5lsaK3lmb4qGPyxMCKwvG5ug/+xl2zm5ndciMu4aSUWQA3/ufjYT57ipj8erfYwbGxsCmRRGvyDPVq3v/a8lfzVVVt540Vzt0s8p7ORowMTBMOx+Rheip6xEC0B74zFYNlYXudjW3s9Lqfeb6Hp+I+dGOZzv9oP6IVhv9nTw//u6qryqGxsbAplURr8A71B/G4nq5fV8P7LN3DteSvn3P/81Y0oBXtOz2+D8J6xcM4VttkwPfyFpuN/456jfPuB4wxOROgamSKaSHK4fyLVYczGxmZxsDgNfk+QLSvqcObQ7TM5p7MRgCeN1ofzRb4c/EzM97OQUjMnI3HuM5q2HOod52hamYrHTgxXa1g2NjZFYMngi8jLROSQiBwRkU9m2b5GRO4SkT0ico+IdJZ/qBqlFAd7x9nWXmf5mAa/m43LAzx1erRSw8pKz1g454KwbEx7+NU1+JF4gs//ej+nh6e47/BAqrH6od5xjvbrbCeP08HDx2yDb2OzmMhbLVNEnMDXgJegG5Y/JiK3KqX2p+32L8B3lVL/IyJXAl8E3lKJAfcFI4xOxdjWXl/QceevauSug/0opXLWtSkn48aiq3wZOuksFA3/0ePDfOv+4+zpHqOz0U+D341Dpgu8Ndd62NpexyPHbYNvY7OYsOLhXwgcUUodU0pFgR8D12bssx24y/j77izby8aBniAAW1cUZvDPW93I8GSUU/PUDGV60VXhkk61NfzHTmjp69Hjw/ziqW6u3LqcrSvqOWhIOutba7loXTMHe4OMTc1vINzGxqZ4rBj8lcDptMddxnPp7AZeZ/z9GqBORJpLH95sDvRqg79lhXVJB+D8VboL1nzJOmdSi64Kl3SqreHvOjHMjo56LtnYglLw0u1tbFlRx+G+cY4OTLKhNcBF65ahFDxq6/g2NosGKwY/m/6RaZH+ErhMRJ4ELgO6gfisE4m8R0R2iciugYGBggcL8CcXdPKdtz+XBr+7oOM2twWo8Th58tT8GPzeMWuLrtJxLgANP5ZI8uSpUZ67dhn//Kfn8N7L1nPF1uVsbqtjMppItWs8a2UDAIf7x6s2Vhsbm8Kw0vGqC1iV9rgTOJO+g1LqDPBaABEJAK9TSs3KgVRK3QTcBLBz586irNryeh/L660bUROX08GqpppU/9tKY5ZVaCtgrO4FoOHvPxMkFEvw3LXLaG/wc8PV24CZM6oNy2vxu50ARGILK4XUxsYmN1Y8/MeATSKyTkQ8wHXArek7iEiLiJjnugH4dnmHWR6aAx6GJuenTHIwFCfgdeVddJXOQtDwzVTLnWubZjy/uW26ReOG1gAOh+B2ClG76bqNzaIhrzVSSsWBDwF3AAeAnyql9onI50TkGmO3y4FDIvIM0AZ8oULjLYnmgHfeFgtF4gl87sKWOSwEDX/XiRFWLfPPmpnU+dysbPTjcTrobNK9gr0up+3h2ywolFLcuvtMKpXYZiaWmpgrpW4Dbst47jNpf/8M+Fl5h1Z+mmvnz8OPxJN4Xc6Cjqm2hq+UYtfJYV64qTXr9nM6G+geDaXG6XE5iMQT8zlEG5s5ebp7jI/86Em+8JqzeNNFa6o9nAWHJYP/bKEl4GE8HCcSTxRsjAtFG/zCPPxqa/iH+ycYnIhy0fplWbd/8bVnz5BwvC6H7UnZLCjMdOi7D/bbBj8Li7K0QrEsq9U184fnwcsPxxIF6fdQfQ3/AaOEwgs2tmTd3ljjmVH50+tyELENvs0CYnBCX9sPHBkiHLNnn5ksKYPfHPAAMDRReYMfiSfxugubRVRbw3/gyCBrmmtSGn0+bEnHZqExaMToQrGEvRI8C0vK4LcYBn9wHgK3kViiYEmnmhp+PJHk4WPDPH9Ddu8+G16X05Z0bBYUgxMRaj1OvC4Hdx/sr/ZwFhxLyuA3G5LOvHn4i0jD3901xkQkziU55Jxs2JKOzUJjcCLCigYfz9/QzN2HdO0sm2mWlsE3JZ3JefDwS8jSSVRBw3/Q0O8v3mC9IobHNvg2C4yB8QgtAS+Xb1nOyaEpukbmZ6HlYmFJGXxzIdT8ePgJvEXm4VdD0nn4+BDb2+tZVuuxfIydpWOz0BiciNJS52WrsTL82OBklUe0sFhSBl9EaJmnXPxIrHBJp5oNUAbHo6xaZr3QGxgLr+ygrc0CYnA8QmvAy7qWWgBODtkGP50lZfBh/lbbFiPpmBp+rAoavl4ZXNh4bUnHZiERjiUYj8RprfPSWuelxuPkuO3hz2AJGvx58vDjxWfpVEPDDxcxI7ElHZuFxMC4duRaAh5EhDXNtZywDf4MlpzBX1brmcc8/MWj4Rfj4Xvdtodvs3Aw061b63Q23rqWGk4OzU/DI6vEEkk++fM9VesHveQMfkvAy+BEpKLpWkopoqXU0qmCpFOMh+9xOonYqxltFgjmKtuWgDb4a5prOTU8RXwBVXQ9OTTFjx87zel56ryXyZIz+M21HiLxJJPRyhkq0+st1ICmetrOs4evlCraw7fLI9ssFEwP3zT465priScV3fPUA8MKR4yGQRuXB/LsWRmWnsEPmIuvKhe4LdrgV0nDjyUUSVX4eL0uB7GEqnpLRhsbmNbwzfU2a41MnRMLSNY50j8B6J4S1WAJGnyzvELldHwzVbHQWjrVKq1gjreYLB3ADtzaLAgGJyI0+N0pKXVts64JtZACt0f6J+ho8FHrrU6h4iVn8FvmoWKm2RTEV6SHP98afjhW3IzEvLBsg2+zEBiciKTqZYEO3tYusNTMIwMTbKiSnAMWDb6IvExEDonIERH5ZJbtq0XkbhF5UkT2iMjLyz/U8jBdMXMeJJ1F5uEXOl7zBmEvviofSikmIvFqD2NRMjgeTen3QCo1s9qLr8amYoxORUkmFUf7J6um34MFgy8iTuBrwNXAduB6Edmesdun0K0Pz0f3vP16uQdaLkyD3xespME3DGiBHrOI4HLIvGv4xXr4npTBtz38cvH7A/3s/PydqUYeNtYZnIikUjJN1rbUVF3D/+hPnuRt33mMM2MhQrHEwjb4wIXAEaXUMaVUFPgxcG3GPgqoN/5uAM6Ub4jlxety0hLw0BusXOS+2KAtaC9/sWj4Xtvgl51n+sYJx5L88fBAtYey6DALp6WzviXAqeGpqjVDUUqx+/Qou0+PcvveXgA2VilgC9YM/krgdNrjLuO5dD4LvFlEutC9bz9cltFViPYGP2dGK+dBRVIec+FtFF0OWXQavi3plA8ztdCsXmpjjWA4xngkTlu9b8bzW9vrSCRVKjtmvhkYjzAyFQPg6/ccBaqXkgnWDL5keS7TIl0P3KyU6gReDnxPRGadW0TeIyK7RGTXwED1PJgVDb6KTpmnNfHCPXyX0zHvaY6levh20LZ8mKmFDxwdsmu5F8DBHp3fblanTI2EAAAgAElEQVTJNNneroWH/T3Bgs/5wJFBPnPLXl7/Xw/xTN94UeM6ZBzXXOtheDJKU407lRpeDaxYpC5gVdrjTmZLNu8CfgqglHoI8AGzOmkopW5SSu1USu1sbW0tbsRloKPBx5mxhSnpuBwy7z1tI0V7+NYlnV0nhu0bgwVMD39gPFI1r3QxcsAw6Nva62c8v6a5Fr/bmdpulURS8c6bH+Nnj3fx6PHhlBxTKId6tcH/8JUbgep692DN4D8GbBKRdSLiQQdlb83Y5xTwIgAR2YY2+AtWhGxv9DMejlcsG2La4Bcu6Tgdsng8fLc1g98XDPMn33iIHz5ysrgBLiEGxiOctVIbrQePDlV5NIuHAz1BmmrctNXP9J6dDmHLirqCDf7QRIRIPMkNV29lfWstT3ePFTWuQ73jtAS8vOG5q6n3uVIzjmqR1+ArpeLAh4A7gAPobJx9IvI5EbnG2O3jwLtFZDfwI+DtagHPR9sbtM7XWyEv36wvU6yHP9/lkYvO0nFay8M35bNdJ0eKGN2zm2g8ySu/el/KgxyciHLB6iY6m/w8YOv4ljnQE2Rbez0isxXobe317D8TLEgi6zF+sysa/Jy9soG9RRr8Z/rG2bIigN/j5DcfuZSPX7WlqPOUC0tXuFLqNqXUZqXUBqXUF4znPqOUutX4e79S6gVKqXOVUucppX5XyUGXSnuDbvRRqcDtdB7+s1zDd1vLwzdliqdOjxYxumc3e7pG2dsd5MGjg0TiCcZCMVoDXi5e38zj9g3SEomk4lDfOFtXZPeet3fUEwzHOVNA3M40+O0NPs5e2UDPWDgVX7FKMql4pm+CzW06rrBqWQ31PndB5yg3S26lLaR7+BU2+MVm6cyzwS8+S8cw+LG5PXyzHHXXSIiBcV2ptFppcguNh49p2ebU8FTqc2qt89Ic8DK+QBZg3fTHo1Ur52uF44OThGNJtrXXZd2+3Xj+wBnrso45+29v8HHWygaAgr380yNThGKJWYHkarIkDX5bvQ8RKha4LXbhFZga/jwHbUutpZOnYuZA2qrmp06P8u0HTnDRP95VlNG/fW8v+84UN71eiDx8TBvSU0NTaQ08vKnmMtVWRqeicb7424N896GFG3/JFbA12WJ4/oXo+D3BMB6ng2W1HnZ06OML1fHNgK3p4S8ElqTB97gctAS89FRI0inWYwZt8BeLhp/Kw89juIcmonhdDlwOYdeJYW7641HGQrGCZ1jJpOLjP32KL9/5TEHHLVSi8SSPnxxBRM9++oL682it81oOiFeaAz1BlIJneotLS5wPDvQEcTmETW3ZM2ACXhdrmmv4/cF+Hjw6SMxCSe+e0TArGnyICHU+N+tbCg/cHrQN/sKhvcFHT7BSkk4Cj8uRNYCUD3eVNHyXQ1L1+K1iNS1zaDJCW72Pre11fPehk6myFj0FGvyTw1NMRhPsL2BqvpB5unuUUCzBJRtbiCaS7DXeV2udF1/qZlpdg7+3W4/p2OCEJUNZDQ70BNnQGphTQn352e3s6Rrljd98hNd+/UHO5KmR3zumDb7J2Z3ZA7d/84un+U9jQVU68USSnz3exXmrGqtWGTMbS9vgV6gxQqSI7lEm1SitUEy3K7BeHtmsYnjeqkZCsQT1Pn0B9BQoqZmG/sxYmJF56EtcaUw550936mUuTxhB2uaAx3JAvNKY8lksoRZUmeF0DvaOszWHfm/y1y/bylOfeSn/9vpzOT44yTX/cT9HB3Kvc+gJhuhIN/hG4LZrZLouTyyR5Ge7uvjync/M6mD16z09nBqe4v2XbyjyXVWGJWzw/QV7mFaJFNHe0KQaxdOK6XYFeqwOseDhT0RpDng5f1UTAB8yFqEU+vmna/eF5lUvRB44MsiWtjrO62wE4MlTI6l67tNlK6rv4S83CpI905fbQD52YjilWc8nwXCMnrGwJdmkwe/mtRd08osPPJ/BiSi/fbon637JpKJvLMIKI5sP4Mqty/G5HXzgB08wFdXB9MN9E0QTSaKJJP+WJjMmk4qv3X2EzW0BXrKtrcR3WF6WsMH3MRGJMx6Olf3c2oAW7+FXQ8MvxsMXEbwup6W0zJaAl5ef3c6nXrGNt168lsYad+Eefk+QFUatlGKWyi8kfvlkNw8eHeLlZ7fT0ejD6RAmo4lUPfeFUHo6Ek9wuH+cV5zTjkOmywRkMhGJ887vPMa//u7QPI9QG10oTCff1FZHc60nZ+vD4ako0UQylc0HsL41wH9cfwF7u8f46I+fAmCv4YBctaONXz7VnXJI7j08wOH+CT54xUYcjsJl3UqydA1+o757V8LL1x5+cR9tdTT8ZFEePmhZZy5JJ5FUDE9GaQl48Huc/Nml6/G5nbQ3+AsO2u47E+T5G5tZUe9j3yLW8Q/1jnPD/z3NhWuX8YErNuByOlhp/B7N8r7m7ydcRQ3/cN8EsYTiOWuaWNtcy+EcBv/nj3cxHokzGirdeQpFE6l1G9bGqMe0pcDA6MomP10j2Q1+b2rR1cxCbC/e3sbHXryZO/f3cWxggv1ngtR6nHzpdefgEOG3T+vFc3u7tOF/6fYVBY1pPliyBr/NuLD6KhC41Rp+cQa0Ohp+IqXHF4rX5ZhTdhidipJUzCpb297gK2jhW/+4Xviyo6OB7R31izpw+5W7DuNzO/iPN56P2wiUr16m2/G11mkjYzajqaaHb3qsZ3U0sKktkNXDTyYVNz94AoBgGQz+F397gFd85T7LTs+hvnH8biedTf78O6exstGf08NPX3SVyavP14WC/3Cwn73dY2xrr6exxkNnk58TRqOVk8NTtNV78XuKswGVZMka/IAROJyMlP+CisQTRa2yhWpp+MV7+F733Abf7B3cnNZ6DvTF1FvAzdY08Nvb69neXs+RgYlFu3jr+OAk569uYnlaKd/VRv/VWZJOFT38vd1BAl4Xq5fVsLmtjpNDs+vK3/vMAMcHJ2nwuxkPl75Q7L7Dg/QFIzx12toq48N9E2xcHihYOlnZ6OfMaCjrOoee1KKr2TeRVctq2NJWx537+9jfE0wtylq9rIaTRqOVU0NTrFlWW9B45osla/BrPNrgh2LlX81YiqTjrEo9/ETR4/U455Z0zFaS2Tz84cmoZaNtavbbO+rZ0VFPIqmKLllbbbpGpmZ5pNMevv6cfO7qB233dI2yo6Meh0PY3Kbryh8bmJmp89Ndp2mt8/LKc9pLjof1B8Op/rN3Hei3dMwzfeNF5bmvbPITjiUZypLt1TMWxu0Umms9WY6EK7Yu55Hjw0xFE6lFWWubazkxNIlSipPDk6wyvs+FxhI2+PqCmopWwsMvXtJxOx1V6HhVgoefJ2g7kDL4mR6+NnhWdfz9Z4J0Nvlp8LvZblxki1HWGQvFCIbjOQ2+eWOsdtB2PBxj75kgF61bBkwHRdOzoxJJxQNHBrlyy3KW1XqYiMRLWhn8qFG+oSXg4Q8H8xv80ako/eMRNudYcDUXnU368+7OouP3joVpq/flnDW8aNvy1N87OrSHv6a5hvFwnN5gmL5ghDXNtsFfUKQMfiUknRI85nzlkb913zE+9cunAa2fvvu7u0rujlTKePNJOmZ9mOba2R4+WC9v0TsWThnFVU01BLyuRZmpYxoY0+CYnNXRgMflYJtRBqDa7SN3nRwhkVQ8b30zoOu4L6/zcse+6brwe7pGCYbjvGBTC3U+F0kFkyU4UI8eH6bG4+Sdl6zjYO94To3d5JkiMnRMzCB5tsBtz1goq35vcv6qRhpr3HicjtTq3rXNWsK57xl9LdoGf4FhSjqV8PCj8WQq6FYo+Rqg3HNogDv29QEwOBnhzv193F+qwS9hvB5nPg0/gsshNPhnVgk0s6SsevhDk9FUpyCHQ9jWXrcoPXxz4c4sD7+5hv1/fxVnd2qPMRW0rZKG//CxITxOB+ev1msnnA7hVed2cM+hAcaMln1m+eYXbGhOVYEsJXD76PFhnrOmKZXdks/LNyW9XCUV5mKl8fl3j85ucN49Gsqq35u4nA5ed0Enl29pTQXd17ZoA3+v0Yt4tS3pLCycDsHjcjC1yDT8wYkIgxMR4okk/UaJgrESsyPCsQS+oj18Z14Pf1mtZ9b02Mynt5oWOzgemaGp7uho4EBPkOQ8y1+l0pXDwwdmlLZIpWVWSdJ5+Ngw561qnJFpcu15HUQTSW7fpxcs3Xd4kB0d9TQHvNQZBr/YwO3oVJSDveNctG4ZG1prWb2shnsPZe+hlEgq/nCwj1t3n6HW40x564XQ4HdT53XNknQSSUXPaDh1Q8jFp1+5nZveujP1uLOpBpHpm+CaZjtou+Co9TgJVUTDL14iceXR8Acnoiil/+8f18ayVIOvPfwS0jLnCLwOTUZmBWwB/B4nTRYXX4VjCcYj8RlxgO3t9UxGE5wcnu2hLWS6RkLUGO99LqqZpTMejrG3e4znrV824/mzVzawrqWWW546w2QkzhOnRrhkk+5kWmdkvRUbuH3shM7KuXBdMyLC2SsbcpY++Pxv9vPOm3fx1KlR/nTnqqJqVoH28jNlo/7xMPGkKvgm4nM76WjwMzoVI+B15f1+q8WSNvg1Hldl0jJLyMN3zaHhJ5OK4Unt1fePh1NFyMrj4Zew8GqOoloDE9FZKZkmKxr8liqWDk+aqZ3TN47FGrg1M3TyGSlfFfPwM/V7ExHhmnM7eOjYEB/4wRPEEopLN+re1NMGvzgPf9+ZMUT0TQW0Bn56eIp4xm/rcN84333oJG/YuYo9n30pn71mR1GvB1rHz9TwTY8/n4efDVO3X72spuibUKWxZPBF5GUickhEjojIJ7Ns/7KIPGX8e0ZEFkVrI7/HWbm0zBJKK2T+yE1GQzHMe0FfMJJaNFaMbppIqlQBstI9/LnTMluzePigm8nnC8zpc5iB3+kbx6a2AC6HsL9ncdXG7xoJZZVzMrFap6gSPHp8GLdTUvp9OtdduIoXbGjhYG+QVcv87Fyr9zElnWCRHv7xwUk6GvwpCWltSy3xpJrx+1BK8Q+/OUCtx8lfX7216Mwyk2wevvm4swiZyJRxFmrAFiBv3U4RcQJfA14CdAGPicitSqn95j5KqY+l7f9h4PwKjLXs1HqcZQ/aJpOKaKJ4DX+ujldDaUvO+4Klefi/eLKbz966jwc+eSWJpCraw9dpmbmN0thUjIYc09sdKxu4+1A//cHwjEVImQwas5p0D9/rcrJxeWDRlVjoGplKGcm5mK5TVJzBV0pxx75eLt+yvGDDeLhvnA2tgawrRdsb/Hz/zy6a9Xy9X5uSYJEe/rGBSda3TuveZtbLiaGplCF95Pgwf3xmgE+/cjvLcuTIF8LKRj/j4TjBcCwVdO4qwcNfa3r4C9jgW7FKFwJHlFLHlFJR4MfAtXPsfz26kfmCx+9xlj0t05Q3ipZ05tDw0ztH9QfD9AeL1/BPDE4yEYmnSt6W4uFH55AdQrFEKgU2k2vObSepdCnZuTA9/Mxc/sVWYiFXDn4uvO654yNzcf+RQd73/Sf45ZPdBR97bHCm8bVCfSpoW/hvUSnFsYEJ1rekGXwj6yW9JPOvdp+hxuPkTRetLvg1spEtF797NERTjTuVxVcI5o1poWbogDWDvxI4nfa4y3huFiKyBlgH/CHH9veIyC4R2TUwkD0CP5/UeFxlz9KJlNDtCubW8E3DB4akYwRtg+HCF7yMhvS5ThtpgsUvvMqdlhlLJIknFf4c5964vI7t7fXcsvvMnK+Ra7Xu9vZ6+scjBTeXrha5cvBz4XU5LBdPiyeSfPehE9xtpDLe8pT+TAvt0hRLJDk1NMW6lsIMvtflwO2UojT8gfEIk9EE61un0ytbA15qPc5UfZpEUnHHvj6uKGLGkotUama6wR8JFeXdA5y/upG1zTWpxWoLEStWKVv0IZd1uQ74mVIqq1uilLpJKbVTKbWztbXV6hgrRk0FJJ1UP9sSNPxEUmU14KbhW9nopy8taJtIKiYKbHg9auRSm/U/ii6tYBj8bOMNxfL3yr32vA52nx7l5FDu5hqDExF8bsesmYJZx+TJU9bqrlSbXDn4ubBSehrg9PAUf/pfD/GZW/bx0R8/SV8wzO179QKpQiWvrpEQ8aRiXUthue1mK8Bi4klHjXIN6bMKEWFNc23q9/nEqREGJyK87KzyVaCcXnw1nenVPRoqKs0TdK/sez5xBRuXL5yWhplYucq7gFVpjzuBXC7ZdSwSOQcMg19mScf0dkvJ0gGyyjpDk1EcApvbAvSMhhmciKRWBJoG3Crm/mannlI8fCBrDf+wBYP/qnM7gGmPNBtDE1Gaa72zMh8uWN1Evc+VWoi20Dk1bBp86x6+FQ3/L/93N0f6J/jEVVsYj8R5+3ceYyISZ+uKOg72BnMmAWTj+KBOhSzUwwedqVOMh38sx2uubalJSTq37+3F43Rwxdbls44vlpaAB6/LkQrUKqW0h9+4cCWZUrFi8B8DNonIOhHxoI36rZk7icgWoAl4qLxDrBw1Hleqe025MD2yYhugmItvssk6gxMRltV6WdHg58jABErpZg5QuI5vSjqmESq6tIIrd/pgOKoNTS5JB6Cj0c/WFXU8dTp3YtegUU8/E4/LwYu3tfH7A30Ltt+qSTAc41v3HWfrijrLOdq+PIvaQJc3eOT4MB990SY+eMVGXnt+Jwd6grQEvLzzknWEY0mOFdCa0CyOtr4Ig1/vcxel4R8fmMTndtCRsbp1TXMtp0d0aubte3u5dFMLgTL2hxWRGWWSR6ZihGKJoiWdxUDeq1wpFQc+BNwBHAB+qpTaJyKfE5Fr0na9HvixKqV60jxT43GmZIdS+Oljp1OecjhWOQ9/cEIbvrZ6b+qGsHm5nnoHQzG6Rqb43K/2W6pAaXr4KYNfQgMUyJ4+aH62+eqCN9a455SkhiYiMzJ00nnZWSsYC8V4+NiQ1SFXhS/8+gD942G+9LpzLOdoaw9/7u/ym/cdp87r4g3P1ZPwv3jpZrwuB9ee18G5RuvE9NaQ+Tg+OEljjZumIrJgivfwJ1nbXDtrNfa65lpiCV1vv3s0xMvPbi/43PlY2eRPafipHPwiJZ3FgCW3Til1m1Jqs1Jqg1LqC8Zzn1FK3Zq2z2eVUrNy9BcyNR4nsYTK24R7LsKxBH/18z384JFTQLqkU7yGD5DIIpEMGa0C29JSGM06ImOhGHfs6+PbDxznlqfyZ2aYBt8sbVC8h5+7kXnK4Oe5mQS8LibmMBRa0slugF64uZUajzOlWS9Edp8e5Se7TvOeF27g3FWNlo/TWTq5f5unh6e47eke3njR6lQe/MpGP7//i8v4xFVb2NBai9flYG+3dR3/+OBkUXIOFG/wj+fICjLz2b90+0E2twW45ryOosY1F+kevllXp9BmKouJJb3S1m/WxC8hcGsGqcwyB6mgbdGlFbTBj2UpoKYLiGkP3yRd0jE9lG/dd3zOrJ1YIpnyqM2ZQikNUCCHhx/Nr+GDYfBzePhKKYYmc3v4PreTK7Ys5459ffPeGtIqe4xMmXe8YG1Bx+XLw//5E10kleLtGeddtawGn9uJy+lga3t9wR5+8QbfXfDCq2g8yanhKdZnCRKb44glFH/3qh2pQmXlZGWjn8EJ3Zehy/bwn93UmiWSS0jNNLVzMzUwlZZZdLXMOTT88QjNtV6WG23wHAIbWqc9fNNDOdw/wb3P5E57NcecHmcovgHKHBp+zFo8I+DLbfCD4TixhMqq4Zu8+vyVDE5E+OGjp6wOe17pGp7C43LkXHGcC52WmdsZue/wIOd0Ns5Z2fGsjnr2nQlaStudisbpGQsXpd9DcR7+o8eHSSRVVg+/tc7LsloPLz97BS/Y2FLUmPIxXTUzRPeornPUuEDr4JSDJW3wTW05vZ7Ozx/vsiSJmMwy+KV6+Dk0/FA0wWQ0YXj42uC3BLzU+1w4HWIY/BAv2NhMW72X/77/eM7XGJ3SAduNy6e9qlKzdLJJOmGLGn7A684p6QzmyMFP58XblnPx+mb+9XeHUuUiFhJdIyE6G/0Ft+GbK0snGI7x1OlRLs1jCHd0NDAejuds2J3OiUHtMBSakmlS79OxGCszLaUUN/zf07z5vx+hudbDxRuaZ+0jIvzqw5fwb68/r6jxWCF98dXu06NsWVG3YOvglIMlbfBrskg6//XHo6mmzFYYS0k6psHXF2ixTcFzafhDRnmB1oCX5loPTofQVu9DRNeaNyWdtc21vPKcDh45PpzTqzP1+/TGEaU0QIE8Qds8N5M6n4toIpl1ljCUoyduOiLC31+7g/FwnH/+3SHLY58vukamisr80Fk62T38h44OkUgqLt00t8E39Wgr/YNzpUdaxSygZmVNSNdIiB89eorXXdDJ3Z+4POcsZWWjv2wLrbKe3/h8nukbZ3fXGM/PcuN5NrGkDX5K0jFSM5VSdI2EZqxozYdp8Icno0TjyZSnnyvImI9cGn664XM4hOV1XpYb/U8b/W56xsKMTMVY2eSntc5LNJ7MuUrTNPhb0gx+sReVx1meoC2Q1cs3F5tldszKZHNbHa89fyW3PNldUpu9SmC1YFomc3n49x8epMbjzFrgLB2z5oyV3/Qjx4bxu50Fl1UwKaQJiln6+A3PXZU6rhq01XlxOoRfPNlNIqm4eH1lpKOFwpI2+P6MvrajUzGmoolUOV4rpP+4hyYjnB6eos7rmtXhySq5NHxT2jCDl5+8eivvfuF6AOr97lSv0ZWNfhqN1zZz7TMZMSSdzStK9/AbazwzxpdOKmibV9LJ7RkOTmavo5ONrUaN/EIXoVWSyUicockoq5YV7uF73c6cWTr3HR7geeub884kTSnMnCHmQinF7w/0cemmlqJv/oWUSDablRd7cykXLqeDFfU+9p0J4nE6eM6a/IXtFjNL2uBntjk0dc6JSNxSLjvAWGj6x90fjHB6JERnCfWwTUnH7HoVTyR54MhgqkiYOXO49ryVqXrlDYaHD3oKbwadchk+c1ayuQwevpk6Z+q/6aSCtnnWJATmMBSmh28lL9yUL06PLJymKKlyu0V7+IlZM5bTw1OcGJrKK+eAdQ9/35kgPWNhXrK9reBxmtQVUEDt+OAkdT5X0TPhcmLKOuetbswbb1rslG/Z2iKkJkPSSe9vOTwZpcNCelb6Ctf+ce3hF6uBQnrQVnt29x0Z5B3feSy1PVvwMn02sbKxhmhcG4hcBn90KoZDoL3eR43HSTiWSL1uoehOP75Ukat0wrEkTofgds597ro5PPzJSByf22EpJc80+F0jIc7ptJ7vXkkKrZ+TjtflIKl0WqLHNf0Zmo3EL9+Sv8yAx+WgzufKO2u9c38fDoErSyhdYJZItuLhHxuYZH1L7YIIkHY2+nkUnvX6PSx5D3+mpJOeyWBV1hkLxVIGrS8YpmskxKoSyqM6nTOzdIYNz+xjL97MP/3JOVk9ENPgu51a2zc9/LEcks5oKEpjzXQswOd2lnThrWutzbp8PxRL4LdwbtPDn8xi8KPxZCpOkA/Ti+5aQB7+6WH9m1pVlIefPeX1l091c05ng2XHoiXgzSq5pfP7A308Z01TzvUOViikCYpebFVcNlC5MT38i9c/+w3+Evfws0s6oBc5WWEsFGNNcy1H+ic42BskFEuUVA/bnaHhTxqzjzc9b3XO1ETT4Lc36NS/fJLOyFQspfMvr/eV3CJxbXMtv9p9BqXUDOMeiiUsSUVzafjRRBKPxTIVDX439T5X6nv87K376B4NsWZZDe+7fMOcqZ2VomtkCq/LYSkGkYkvLQPKFN+O9E+wtzvIp1+53fJ5mms9c0o6R/on2HcmyA1Xby14jOlY1fBD0QTdo6GSZsLl5EXb2jg6MJE3AP5sYEl7+D63AxEIGUa1aySUyigZyuMRmQRDMZprPSyr9fDESV0ArJgAnUmmhm+uEaidoyGDafDNFYKNfm1cRnMY8vQuVO0NvqKaPaSzrqWWYDjOSMYNJhxN4Pfk/4nNpeFH4oV1D+tsqqFrJMTwZJSbHzzBEydH+Nb9x7nt6bmbrFQKnaGTv4dtNqY9/OnA7S1PdeMQeNU51uvKLKv15Jyxjk5Fec/3dtFY4y65dIHVRuam/LdQDP55qxr5+pueU3Qq9WLi2f8O50BEqHE7mTQ8/O7REGet1M2xrUo6wXCMBr+b5XVeDvbqwGox03cTl3Omhj8VjeOQuVerpgy+MTX1uR14XI7cGn4oSpORXfPhKzfxpdedU/R4YfrCPZ4h65iSTj7m9PALNvh+Tg9PsadL33y/ev35eF0OSwuPKsHpkamiJb7UGgcj+K2U4panzvD8DS1ztoTMpDngzZqlo5Tigz98gq7hEN986845V+xaGq/LSZ3XlbchzULJ0FmKLGmDD7qejinpdI9MsXVFPW6nFCTp1PvdtNZ5Uw3Gi8nIMHFmrLSdjCSo9bjm9BBNb9308EWERr87p4Y/Mjkt6WxcHuASC9kec2Ea/BNZDL4VScfvduKQ7Hn40XiyIM/L9PD3dI0hAmd3NrCyyV81Xd/08IvBm1GJ9NTwFKeGpwpuAtIS0B5+MiPVd3QqxgNHhvjgFRt57trydGnqaPRzZmzuRV7HjBx8s2+tzfyxpDV8MEokR3UjY7PfaFONx7KkMxbSHn7SSJ1rCXhLSu1KafgpSSdOjXfu82V6+KBLDs+VlpmrsXgxrFpWg9Mhszz8sEWDLyI5C6hpDb8wDz8US3D3oX7Wt9RS53OzqqkmFTwthtGpKEcHJqn1OlnfErA8nvFwjNGpWNEOgCnpmOmt5mKlbe2FdVRqrvWQVFriS2/+bcZuSpEgM2lv9NEzNvdnfWxwkhX1PmrLWNvexhpL/hM32xym9xttDngtSTqxRJKpaIIGvzuVNljqxTPLw4/G59TvAbatqOfi9c0zsgwa/Z6sBt+slGnq/OXA7XTQ2eTn+FCmh59MzSTyUedzZ9XwC8nSAVLyyZOnRnntBbr1cmeTPyXxFMMHf06M8UIAACAASURBVPgEDxzR9fave+4qbrQogT15Sr/mpuXFZaNkevjTzUkKO98yc/HVRGSGwTdjPOUsFtbe4GdP19zVOY8NFN4k3aY8LHlJxzT4qdKoTX6d1WDB4JsekqnhQ2n6PWTT8BP5PfwaNz96z/NmaMUNNe6sQVvzJtBUW97l7Otaajk+kOHhR61p+GCWSJ493kjBks70DddsANLZVMPIVKzgvr+gYzkPHR3idRd0ctWONn75VLflEsC37j5DnddVdKXHzDpFRwcmWFbrKbg5SUutuRp65m86/fdbLjoafAxPRudcuHh6eCq1YM9mfrF0JYnIy0TkkIgcEZGsTU5E5PUisl9E9onID8s7zMphtjnsTlsgsyxPGpvJDINv1Kgvl4dvpmVORPJ7+Nlo9LsZm5r9Hkxdv5wXOWg99sTQ5IxVoaFYwrK8latEcqEafrqsdU6nbnJu3gS6iwjc/uFgP0kFb3/+Wt5/+UbCsSS/2p27/65JOJbgjr29vOysFSVUIjWydFKSzmRRpYvN3PrMWatZNbWhjLM9c7FiTw4dPxxLMDQZndXO0GZ+yHsliYgT+BpwNbAduF5Etmfsswm4AXiBUmoH8OcVGGtFMD38U8MhfG4HzbUemgO509jSMevo1PtdqVrnpXr4poZvpmVOReNFaZ2NeTx8swZOuVjXUstUNMFAWuxDB22tGetcXa8KlXTqfW5DYhO2teuMq+kVuIUHbn+3r5f2Bh9nrazn3M4Gtq6o4yePnc573D2H+hmPxEtKdfS5MyWdiVT/g0JIlVfIyNQJVsDDb2/U2UNnRrPfXPuDegxtDdazjGzKh5Ur6ULgiFLqmFIqCvwYuDZjn3cDX1NKjQAopfrLO8zKYRr8B4/qZhIiQnOtx1I9nXQP/+zOBq45t8PScve5MFfamh7+VCSRWhFcCI01HqaiiVmrNMcNL9rMmS4XKc9udNqzC0etBW1Be/jjZQjagq7vs629PvXaptRl9h22SjiW4L7Dg7xkexsigojw+p2r2NM1lqptlItbnjpDS8BT0urN9Dz8sakYgxPRorTvpho3IvMl6ejfQS6DbwZ0222DXxWsXEkrgXSXpst4Lp3NwGYReUBEHhaRl2U7kYi8R0R2iciugYHcHZnmE7/HRc9YiIO941y1Q6e75ZoCZ5J+wdR4XHzl+vNZUeIP2axpY5ZHnozGU3nqhWBexGMZgduIxYJmhWJewOlT+XDcuoZfN4eHX2hD+H98zdnc+NrpwGpzrQefu/Bc/PsPDxKKJWYUFDM99vuP5P79jodj3HWwn1ee04GrhLZ8ZtA2HEtw1KhVX4yH73I6aKrxMJzh4Y9OxajxOMu64GhFlt9BOmZdftvgVwcr33S2BPDMguMuYBNwOXA98C0RmVW9Sil1k1Jqp1JqZ2tra6FjrQi1RiNzgJcaF7Y5Bc5n8KclnfJ5SJka/mQkUdRK2FR5hQxZJ5xqwVjeeL15ofcaHlwskSSWUAUFbbPV0ik0aAtw1soGtnfUpx6LSCo/3ypKKf7noRM01ri5aN20l94S8BLwujgzmjvX/I59fUTjSV51bmkrV9M9/KP92uAXm92SLS5lphSXE5/bSUvAkzM107wRrLA1/Kpg5UrqAlalPe4EMqNWXcAtSqmYUuo4cAh9A1jwmHLJ9vb61NS/OaV5WvPwy9nAIV3DV0rptMw8WTrZSJVXyCx3ELPWWLxQltV48Dgd9BoardX2hiYBn4vJaGJWH4BoPFF0rf50Opv8dI1al3R+t7+P+w4P8ucv2jTrhtPe4KN3jsVFt+4+Q2eTnwtWl1axczpLJ8GxwUncTil61W62ejqjFTD4oFMzu3PcEHvHwtR5XUXNWm1Kx8qV9BiwSUTWiYgHuA64NWOfXwJXAIhIC1riOVbOgVYKv+E9v3TH9LS9OS1veS7GQjG8LkdZjWe6hh+OJVGK0jz8jEyd6Rr15fXwHQ6hrcGb8vBDBd5YTANgFoszKUbDz4YuuWDNww/HEvzDr/ezuS3Am5+3Ztb2FQ25FxcNTkR44Mgg15zbUXLp31Qefkx7+KuX1VgqE52NlizlFSrh4QN0NPromUPDL1X2tCmevL8epVQc+BBwB3AA+KlSap+IfE5ErjF2uwMYEpH9wN3AJ5RSQ5UadDkxf/Cmfg+FSDrxsl8w6Rq+maYYKMLDN8c1S9IxMj4q0Se0vd6fmrKHo4W9TrY2h0qpgrN0crGqqYaxUMxSDv0d+3rpGgnxqVdsz6rBtzf4cmrUtz3dQyKpSi5EBlqK8hhtDo8NThal35ssy7K2ZGyqch7+mdFQ1laTvcGIbfCriCXXUSl1G3BbxnOfSftbAX9h/FtUXHNeByub/KkUPoB6n8tSPZ1KeEjpTczNxiylePizg7aVM/grGnzsNla0Wu1naxLI0gA7nlQkVfEN4dMx8/PPjIaoXzH3d2aWiLhoffb6Mu0NfgYmIlnXCNy+t5fNbQG2rqjPemyheF0O+oNhjg5M8IqzrVfIzKSpVq+8TiYVDuM3NhaKlXWVrUlHo4/JaIJgeLZD1DsWYkvbwojfLUWW/ErbgNfFZZtn/gBFxAhy5Zd0KuXhx5NqujRyER5+wOvC6ZBZfW3D8QRup6RuLOXE9HyVUmkavvU8fJhZItlsjF4Og28258gWGM6keyTE8jpvzuyg9gYfSkH/+Gwv/8TgJGetbChtsGl4XU7ufWYApeCFm4svcmfOEtMls0pJOmbVzUzZK5ZI0j8esQO2VWTJG/xcLKvNX0/HrJRZTkS0MU4kS/PwzYqZ2YK25U7JNFnR4CMaTzIyFStYw6/L4uGnDH4ZJB1fmh6ej+7R0IwVu5m051hNGk8k6Q2GU1VLy4HX5WBoMkqd15UqFVEM5uI904mIxBOEYomyL8CD6TUZmbn4A+MRlLJTMquJbfBz0FzrmbVQJZOJSJz6Mi9gAi3rpGv4xVYVzFZPJxxL4q2AnAPpufihwiUdr75xpmv40UT5PHzzPac3E8mFLmmcOxsm25oD0D2Nk4qS68qnY2bqXLyhuaSc/syeA2MVSCk2McuLZAbJp1MybYNfLWyDnwMr5RUmIsWVPchHnddFMBRP1ekvRtIBDA9/5nuIxMqT5pgNc6reOxYmHC0wSyfl4U/foEwPvxzjNcsU5Fs9nUwqesZCc3rp7RlrDkxMj7ajsXwGzZSVLi2xZ0EqC8o0+FPlX2Vr0hrwUuNxzmpsb6ayriigeYtNebENfg7magtnMhEpbhVsPtrqffQFw6mLs5jiaQABnzs1hTcJx63XtymUdM+3cA9/toYfKaOGn61dYDb6xyPEEmpOSafO5866+Mps/NFRRknH/K4u3VRaoLM20+CbpZErYPBFhNXLajg5NHPdg11WofrYBj8H+erpxBJJovFkRTz8tnovfcFwmodf3Gt4XY5Z4w/HkhXJ0AGd6+10iPbwDa3c8sKrLG0Oy+nhp5cpmIvu0emqqXORbfGV6eGX06D53U46m/wllxPO/HxHK+jhg66eejKLh+9zOyr2mjb5sZe75SC9nk42j22yRH19LlY0+Hi6eyx1cRZTPA20nBLN8GgjcesFzQrF6RDa6rz0BsOpmu1WX8vpENxOmeGBl1PD91nU8M3yC515vPRsi696RkPU+VypjKBy8PGXbiaWUCUv4qrNWNg2VoHmJ+msaanhDwf7SSRVKiOsJximvaG4hu425cH28HOQb/GVaYzrKiTpDE5EGQvFcDqkaA/XayzaSUd7+JX72tsMzzdcoKQDunNWLN3gp7J0Sr9BWfXw0xvhzEVHg39W0LZ7tLwZOgDPWbOM55VQcdPEjANNGBLfaAUqZaaztrmWaCI546Z4cmiy6P6+NuXBNvg5aE51Ccqei19qBs1cmEGt44OT1HicRXtEPnc2SadyaZlg5uKHCEUTKa/dKh6XI+XVA6nSzuXR8GfWls9F92iIZbWevKmwKxp8qcVXJj1joQWrT88K2oZiiFDW2Ug6pgRl6vjJpOJI/wSblhfWj9emvNgGPwfZSiTfdaCPv/zf3bqoWcrgl994ms0hjg1MlBQU9rqcWTz8ykk6AGuaazk1PEVfMIzP5SjoZuV2Ooglsnj4ZTD4LqcDl0Nm9QfIpGtk7gwdk47G2YuvzoyGyhqwLSd+txOHTBv8YChGnbE4rxKsbdZVPc1Mne7REOFYkk1txZeHsCkd2+DnIFPSeezEMO//wRP87PEuguF4ampckSydOm3wTw1PFa3fQy4PP1n20sjpvHR7G7GE4o59vZYDtiYe50wJqpwLr8AMYufx8EemLBn89BRUgFA0wchUbMEafBGh1uNKC9pGaaiQfg96lupxOVIe/hGjvPPGIhu625QH2+DnwKynMzgR5cxoiD/7n12p0r3BUCzlKQUqsPDKXJgSS6iSJCOvy0k8qYhnyCSFNhQphPNWNdLZ5CcYjhc8k/C4HKneBFDeoC3owO1cHr5Siu7RkCWd+f+3d7Yxcp3VHf+deV3v7K5fdtfBSezYSVwa06ZJcEMogRaStkkoNi2odVraUKgsJCKgtBKJUkU0/URQqYQUlYY2La2g5qWlNZWrUFLaqh+AGHBejbETnMS1sR3brO19nZk9/XDvnbk7ntmdl3t3nrv3/KTVzty5nj16/Nxz//c85zmnsYT28Ynoc/CjphTqOTAxXa6V0I6DTMZLzTzq1yU6fOoCANf2UADO6B1z+C0I6umcnZzlm4dOMTFd5g9v90r8T0yX6zH8LnPkF2PtYL7m5Hr5/iBuHY6Lx71oKyK8/XqvyFcnC7bgKfm5kEOejTAtM/iexRT+2ck5ZsrzSy7YQv0J8Jzv8IPWjlHuso2aUjFbV/gx1dEJs3l0kJfP1hX+2FCxlr1l9Adz+IsQ1NN5/vh5hgdybN/sVU+cmC7XSgDEEdIRES4b8dYQelkjCBR22MnFmZYZ8I7rvdLAnYZ08jlZqPAjdviewm/t8A+d9FRoOznva/0aNOf8fPYgBz/qLJ0oGSrmaqHIuAqnhblqtMTRM5OoKodPXeTa9d116zKiwxz+IgT1dJ4/cZ5tG0ZCTUXKsebhQz2O303htIB6Zop3kVfnlXJVY83SAXjd5SNsGSt13Ci9EOOibfA9s4ukZf7nwVMUspkFLQ1bsaqQZSCf4dxUPaQj4qXUusrQQD2kc3ZyrvaUEhebRweZKc9z7Ny0Zeg4gm28WoTRoQJHz0xy5uIcu27eWG8MPl3m4lyFQi4TaQPoMEGmTpQKv97eMN77vIjw6O++vuN/l29ctI0hhj+ziMJ/4genuOWa0bZv4usG6+U3TvxkhrGhYmzzIQpKhRxnLk5Rrs7zk6kyo0PxOvw3bx0nlxH+9GvPc2GmYgu2DtDW7BSRO0TkkIgcEZH7mnz+XhE5LSIH/J8/iN7U5WddqcCxc17lx20bRmqLXBP+om2cfTmDXPwoYviBwo+rn20ztl42zNbLOlN03qJtvFk6rRT+C6cv8qNXJ/nl69a3/X1rBgu14nSnLszUwnCu4oV0KrV1hyD1OC42j5V4zy1X8Y2DJwHYag6/7yx5JYlIFngEuBPYBtwtItuanPpFVb3B//nriO3sC6OhR95tl48wkM9QyGZ8h1+NJQc/IHD4g71k6dQqRPoKv9be0E0V6i3aLlxvyAg9lQUOU1xE4X/jec8pve26y5p+3oxwgb1TF2YZj9mB9kqQpROU/R5bhgXUD922tbYb/VrLwe877VxJNwNHVPVFVZ0D9gA74zXLDQIFlM8KW9cPIyKMrMozMV3mwkwllgydgPXBom0vefhBhcjy8iv8bmi28SrKEMnAIgr/iYOnuG7DSEeLrmsG87VF21MXZlk/7G78HgKHX601Mx8bjv8Gta5U4P67ruOWq9c5f0NMA+1cTVcAr4TeH/OPNfIuEXlaRL4iIhsjsa7PBIta164frjme1atyTEzPMTlb6XhRshNqIZ0IFH4QFw8cfpx5+L1QyC1U+FE1MA8otsjSqc4r3335XMctBNeVCpybmqM6r5y5OFu7SbvKUDHr1bfxU0hHlylF8rffsIk9u99oRdMcoJ2rqdn/UmM7+q8Bm1X1euAbwOeafpHIbhHZLyL7T58+3ZmlfSC4IF53eb0h9Wpf4U/OxdP8JGDLWIlCNtNTsanAsc/UFL6f5uhoSMdT+As3XhUivDm1UvjT5SrVee3YAa4dLDAxXea03+lqfBkUcy8E8/Wls95mqLhj+IZ7tHPlHwPCiv1K4Hj4BFU9o6pBlbHPAk1TNFT1UVXdrqrbx8fd71wfPKJv23Cpw4+r21Xtb48M8J0HbrukwXonDDQo/GDxNu60zG4pNFT3nK3MR9qdq5i/tHoodB/qWjuYR7W+i3R9Uhz+mSnyWYmlPafhNu1cTU8CW0Vki4gUgF3A3vAJIrIh9HYHcDA6E/vHptFBPn33jfzWz9fvdzWFP1thKMYYPnhZIL08Bjcq/KCBt7uLtnJJDD9Sh5/LNi2PXHP4Hd4Ig12jh37sOfxxx2P4QVbZy2enGC0VLcSSQpb0WKpaEZF7gceBLPCYqj4nIg8B+1V1L/AhEdkBVICzwHtjtHlZ2fFzly94v2awwMRUmep8b3VuloNWMXxXF22bxvCjXLRtqfC7C3Wta3D4SVL4QaNxI1205bFUdR+wr+HYg6HX9wP3R2uam4ysynN+poJIPIXToqSxj+tMxW2Hf0mWTjVahx8uJhdO9ew+pOM5/B+eDBS+2w5/yE8jnpguc0NpTZ+tMfqBm8/2DhPstlWtX0CuMlDLw1+4aOtsSCeXoTKvzPtVSaPO0mlc0wjopjsX1EM6Pzx5kZGBnLM30oDwE2ncu2wNN3HzyneYcMEp10M6hWwGkSYhHUcXbfPZhdU9ow7pND7xBNRvhJ2Nyzpf4U+Xq6x3uIZOQHjfyJhl6KQSc/gdEnb4cZZWiAIRWVBOoFvHtlwEC7RBWGc2coffvK9ttzWGVhWyte9Mwqai8L6R5crBN9zCHH6HJMnhw8I2h0FaZpSZL1FSU/iVkMKPNKTTQuH3sLYRLNy6vukKFj6RmsJPJ25e+Q6TpJAOBE0/6gq/kM2QiamPaa8EDj/YfBX9om1zhT89132oK1i4dT1DB7zxDcbTYvjpxBx+h6wZTJbCDzf9mClXnd1lC/UyyGGFH2UZiNYK3w91FTofm7Ulbz64XkcnIJizpvDTibtXv6MkUeEHoZzl6HbVC/ms9+Qxt8wx/Nke9icECt/1lMyAoMKrKfx0Yg6/Qwby2ZoTSorCrzdAibefba8UL1H41chLK0DrtMyVHtKBeqZO3N2uDDdx9+p3mEDlJ8HhhxX+TLnqbEomhGP4vsOPYeMVcEkBtZnyPBmpP2F0wtoELdqCN2dHBnLOVkw14sUcfhesXpUnI+5uYAqzUOG7HdKpxfCrcWXp+CGdBoU/7Y9LN7VlrhkvMVTM8ZrVyShVUCrmrEpminFfojrI6lV5SsVcIopPFXMZfjLtdTiarbgd0qkp/Mo8leo88xpdP1tYTOF3fyN8x/WX89afXp+Ipz2A9926pdaW0UgfyZiljrF6Vb7Wts11ivnMAoXv8kJzWOEHcfZIHX4LhT9Tnu+4rEJAJiOMDOSXPtEReim3bSQfd69+h7n12jFeszoZaXgDuWwohj/PupK7Cr8Q2ngVdQNzWEThV9xOVzWMqDCH3wXvu3VLv01om2I+U6uD7zk292P45arW4vhRl0eGS7N0Zh1fzDaMqDBZs8IJN/2YLc877djqxdOqNYUfZVpmrZhc407bctXptQ3DiAqb5SuccFu/GccdW5AWWa5oLDH8WjG5JjF8l7OXDCMq2rqaROQOETkkIkdE5L5Fznu3iKiIbI/ORKMXguJpqpqYtMzZ6nwsCt/7vkvbHM6Uq10v2hpGkljyahKRLPAIcCewDbhbRLY1OW8Y+BDw7aiNNLonHLeecTwtsxBKy4wjhg+0UPhu3wgNIyrauZpuBo6o6ouqOgfsAXY2Oe/PgIeBmQjtM3okyEyZmqtSnVenY/jhtMx6lk609nob0S7daWtZOkYaaGeWXwG8Enp/zD9WQ0RuBDaq6r9FaJsRAYGin5gu++/ddfjhjVdzMcTwwRS+kW7auZqabSfV2ociGeAvgD9a8otEdovIfhHZf/r06fatNLomUPhnJ73dlS6HdHIZQSTYeOWp8KgdfrhcdIDrNYYMIyrauZqOARtD768EjofeDwM/A/yXiBwFbgH2Nlu4VdVHVXW7qm4fH7cdf8tB4OB/9OokgNM1X0SEfDbTENKJXuFfEtKpzLOqi1r4hpE02pnlTwJbRWSLiBSAXcDe4ENVnVDVMVXdrKqbgW8BO1R1fywWGx0RKPzDpy4AsGndYD/NWZJiNrMgLTPq2Ho4TRW8ypyur20YRlQseTWpagW4F3gcOAh8SVWfE5GHRGRH3AYavRGkNR4+eRGAjevcVfgA+VyGuWqVC7MVgMhrFg00pGXO9ND8xDCSRltXk6ruA/Y1HHuwxbm/1LtZRlQEjuzwqQuMDRUZLLhdTaPgK/wLM94i83DEhckaFf50zeFbSMdY+dgsX+EECv+Vs9NsclzdA+Rzwlx1ngszFfJZidwRh4vJAbU6Qy7XGDKMqDCHv8IJhypcj9+Dp/A9h19meCAfec+BcLloqId0bKetkQbM4a9wwqUJkuDw89kMc5V5zk9XGB6IPvxUzGUXFE8LnL/F8I004HZA1+iZcJbLxgQ4/EIuQ7nqdbyKo7FIMZ9Z0ADFYvhGmjCHv8IJpxsmQeEXfIU/V5mPTeHP+cXkRMSydIxUYbJmhRNW+JtG3Xf4+ayn8C/MxBPSCWL1gbKvOXzLwzdSgDn8FU6w8aqQzXDZsPttGQs5P4bvL9pGzVDRG4/JWd/h++Ed22lrpAGb5SucbEbIZ4Ur160ik4k24yUOvNIKyoWZSiwx/KCJ+0V/Y1eg8Ium8I0UYA4/BQzksomI34NfzbJc5eJsPCGdwOFPNjh8i+EbacAcfgq4Yu0qrr9idb/NaIt8Vjg35VX2jMPhD7VQ+JalY6QBy9JJAf/ywTeRS0A4B7wY/rkpr6zCyKr4Qjp1hW95+EZ6MIefApLkzPKhcsgjsSh8byzCCj+XkQV/1zBWKjbLDacINzyJI0unrvCDtMz5RN0QDaMXzOEbThFueLIci7bT5arF743UYDPdcIqFIZ0YFH5h4aLtbLlqKZlGajCHbzjFwpBO9Ao/mxFW5bP1RduKKXwjPdhMN5win403hg9eWGdyrp6ls6pgCt9IB205fBG5Q0QOicgREbmvyecfEJFnROSAiPyviGyL3lQjDQQKfyCfWaD2o2SomOXibL2WjtXRMdLCkleUiGSBR4A7gW3A3U0c+hdU9WdV9QbgYeBTkVtqpIJC1tsvEJe6BxgayDUs2prDN9JBOxLqZuCIqr6oqnPAHmBn+ARVPR96WwI0OhONNBGo+jji9wGlQi6Uhz9vMXwjNbRzVV0BvBJ6fwx4Q+NJIvJB4KNAAXhbsy8Skd3AboBNmzZ1aquRAoIYfqwKv5jjx+dnAC89M0jVNIyVTjvSptme/EsUvKo+oqrXAB8D/qTZF6nqo6q6XVW3j4+Pd2apkQoChR/HLtuAUrGu8F+9OMtoqRjb3zIMl2jH4R8DNobeXwkcX+T8PcA7ezHKSC+Bwo8jBz+gVPRi+FNzFabmqowNF2L7W4bhEu04/CeBrSKyRUQKwC5gb/gEEdkaevt24HB0JhppYjli+F6WToUzF72qnGOm8I2UsORVpaoVEbkXeBzIAo+p6nMi8hCwX1X3AveKyO1AGTgH3BOn0cbKJSitEEelzIBSMcdMeZ6TfhzfFL6RFtqSUaq6D9jXcOzB0OsPR2yXkVJqi7YxLqQGNfFfPjsFwNiQKXwjHVg+muEUy5KW6Tv8o2c8hz9qDt9ICebwDafIL8PGq8Dhv3xmEoDRkoV0jHRgDt9wii1jJd762nFu3rIutr8RNEF56ewUw8Wc7bQ1UoPtODGcYrCQ429//+ZY/0ZQIvmlM1OMDVs4x0gPpvCN1BGEdM5Ozlk4x0gV5vCN1DEUygCyDB0jTZjDN1LHUCgDaHTIFL6RHszhG6nDFL6RVszhG6mjmMuQzXjpn2Om8I0UYQ7fSB0iQslva2gK30gT5vCNVBKEdWyXrZEmzOEbqSRIzbSQjpEmzOEbqaRkCt9IIebwjVQyVMxRyGZi7axlGK5hDt9IJaViltGhAiLNOngaxsrE5I2RSu5542aOT8z02wzDWFbaUvgicoeIHBKRIyJyX5PPPyoiz4vI0yLyhIhcFb2phhEdv3DtGO9+/ZX9NsMwlpUlHb6IZIFHgDuBbcDdIrKt4bTvA9tV9XrgK8DDURtqGIZh9EY7Cv9m4Iiqvqiqc8AeYGf4BFX9pqpO+W+/BZh0MgzDcIx2HP4VwCuh98f8Y614P/DvzT4Qkd0isl9E9p8+fbp9Kw3DMIyeacfhN0tj0KYnirwH2A58stnnqvqoqm5X1e3j4+PtW2kYhmH0TDtZOseAjaH3VwLHG08SkduBB4BfVNXZaMwzDMMwoqIdhf8ksFVEtohIAdgF7A2fICI3An8F7FDVU9GbaRiGYfTKkg5fVSvAvcDjwEHgS6r6nIg8JCI7/NM+CQwBXxaRAyKyt8XXGYZhGH2irY1XqroP2Ndw7MHQ69sjtsswDMOIGFFtuv4a/x8WOQ281OU/HwNejdCc5SKJdifRZjC7l5Mk2gzJtHsMKKlqV1kvfXP4vSAi+1V1e7/t6JQk2p1Em8HsXk6SaDMk0+5ebbbiaYZhGCnBHL5hGEZKSKrDf7TfBnRJEu1Oos1gdi8nSbQZkml3TzYnMoZvGIZhdE5SFb5hGIbRIYlz+EvV5ncBEdkoIt8UkYMi8pyIfNg//nER+T9/c9oBEbmr37Y2IiJHReQZ3779/rF1IvIfInLY/72233YGiMhrQ+N5QETOi8hHGA8uLwAAA8xJREFUXBxrEXlMRE6JyLOhY03HVjw+7c/zp0XkJsfs/qSI/MC37asissY/vllEpkPj/hmHbG45J0Tkfn+sD4nIr/bDZt+OZnZ/MWTzURE54B/vfKxVNTE/QBZ4AbgaKABPAdv6bVcTOzcAN/mvh4Ef4vUS+Djwx/22bwnbjwJjDcceBu7zX98HfKLfdi4yP34MXOXiWANvAW4Cnl1qbIG78KrOCnAL8G3H7P4VIOe//kTI7s3h8xyzuemc8K/Np4AisMX3MVlX7G74/M+BB7sd66Qp/CVr87uAqp5Q1e/5ry/glaRYrKS06+wEPue//hzwzj7ashi3AS+oarcb+mJFVf8HONtwuNXY7gT+Xj2+BawRkQ3LY+lCmtmtql9Xr+wKONgDo8VYt2InsEdVZ1X1R8ARPF+z7Cxmt3gNmH8T+Mduvz9pDr/T2vx9R0Q2AzcC3/YP3es/Bj/mUmgkhAJfF5Hvishu/9hlqnoCvJsZsL5v1i3OLhZeDK6PNbQe2yTN9fexsAfGFhH5voj8t4i8uV9GtaDZnEjKWL8ZOKmqh0PHOhrrpDn8tmvzu4CIDAH/BHxEVc8DfwlcA9wAnMB7PHONN6nqTXgtLT8oIm/pt0HtIF4l1x3Al/1DSRjrxUjEXBeRB4AK8Hn/0Algk6reCHwU+IKIjPTLvgZazYlEjDVwNwsFTcdjnTSH31ZtfhcQkTyes/+8qv4zgKqeVNWqqs4Dn6VPj42LoarH/d+ngK/i2XgyCCf4v10sgX0n8D1VPQnJGGufVmPr/FwXkXuAXwN+R/2gsh8WOeO//i5ePPyn+mdlnUXmRBLGOgf8BvDF4Fg3Y500h79kbX4X8GNtfwMcVNVPhY6HY7C/Djzb+G/7iYiURGQ4eI23MPcs3hjf4592D/Cv/bFwURaoH9fHOkSrsd0L/J6frXMLMBGEflxARO4APobXA2MqdHxcRLL+66uBrcCL/bFyIYvMib3ALhEpisgWPJu/s9z2LcHtwA9U9VhwoKux7sdKdI+r2HfhZb28ADzQb3ta2Hgr3iPh08AB/+cu4B+AZ/zje4EN/ba1we6r8bIVngKeC8YXGAWeAA77v9f129YGuweBM8Dq0DHnxhrvhnQCKOOpyve3Glu8MMMj/jx/BtjumN1H8OLewfz+jH/uu/y58xTwPeAdDtncck7gdet7ATgE3OnSWPvH/w74QMO5HY+17bQ1DMNICUkL6RiGYRhdYg7fMAwjJZjDNwzDSAnm8A3DMFKCOXzDMIyUYA7fMAwjJZjDNwzDSAnm8A3DMFLC/wOBWq7KYHJ4qQAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAXwAAAELCAYAAADawD2zAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDMuMC4zLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvnQurowAAIABJREFUeJzsnXecXGd1979n6u5sb5JWq94sy1W23DDgRm8GQwgmQEggJHkpCe0F3hBCCLwQAiEhQIAQYkIAh5eAbYKJcMdNtuVuS1aXVqvtvU4/7x/PvbOzs1PuzJbZle7389FHM3fu3Hl25t5zz/M75zlHVBUXFxcXl9MfT7kH4OLi4uKyOLgG38XFxeUMwTX4Li4uLmcIrsF3cXFxOUNwDb6Li4vLGYJr8F1cXFzOEFyD73JaICJBEZEFPn6Fw303FXHc3xeRnaWPDETkQyLSmmX7e0Rk21yOvZiIyHYR+ZNyj8NGRNrmek6JyC4RCZb43jmfG5m4Bt/ldOFi4P45XFyfF5HGPLs0AwdF5N4C/34LPCciq9OO/VLL+L7N+vcDEWmwXv5jYNTaT0RkZZHjDgF/CWjatirr4VuBSWtbw+x3zzjOG0TkL6zHrSLy40LvKRUR+au07+LvROTV1ksvA1rS9pt1E5unzw+KyJcc3MB9wO0i0lbk8b8vIq+znt4A5DwnF/LcyIZvrgcoFRE5C+hU1bEyjqEaWKuq+8s1hmKxjFK9qh4t91iWGBGgX1UjTt8gIrcCX1PVe4FqVR3Ms3scOKqqV1vv/Ufgv1T1tyLyD8At1nEQkX2q2pn23tVAFfAD6/kfqOqQZdB2AP9qOZIhICAiF6lq0uGfcSVwm6p2i8grgd8Az4pIF9AE/Id17C0i8klV/Y8cx/FbYwSIAutUdcjhGLIiIjXAl4E/z/hdXgF8wXq8Axi2Hr8WaBKR66znF4rIy1R1r4PPCgB3YJzYhLV5IzBkHT/9sc1bgBnfh4isV9UTAKp6QkTuBd4GfNV6fRPQraqTOcbRALwc+JS16WHgWuCWHENfyHNjFmUx+CLyYuAnwEuAshh8EdkI/D3wNPDZcowhHRFZjzk5rrBPuCz7nAt8G/geUNDgW17mO4FBYA0QUdX/m/Z6C/AnmAvhQuAOVf1P67UdwKuBKeA84Geqelfae98O1GG8lx3AJ9MNpjUVfT3Qh/Hc/kpVn0v73K8CB4ENwF+qalehv6cAMy4CEfED3wH+RlWP5XjPhdYYAAZFZIWq9ubYN57xXEjzqvONBWOAkqoat8YWs7a/BfhbVf2itf1rwH1FXtCvB/ZbHuWlwAmgR1WvnDFYkZuAx/IcJ4Ex9PbjzL93BiLyQ+AsrBlEAd7GtEEDiKd9F0kgJiJNQJuqnm9tvwD4rBNjD6CqUeCqjDF+HrhTVe9Nf1zgUH8sIq9h+sbgM4eS11vPNwH/A7wvx/s/BPyDqvZYz3cDN4vIbTl+14U8N2ZRFoOvqg+IyJFyfHbaGI5ZHt6Gco4jjVMYr+BUrh1U9TkRubOIY/4AeKOqTgCIyE9E5JWqultEPMA/Ae9V1XERuQI4J+29/wL8nqoet6a+z4vIBda+24D3pXm7bwa+Avyh9bwN+FNVfZ/1PAzUpx37O8C/quqvRGQX8EPMTaEgIvJjYDvWVDeNamC95ZGl837gYzkO50vzxA8AZwO5DH6mca/EmbED8OZ4fh5wtyXB1ALrVTWXJzgLEfEBK1X1Q9am/7a2r8ryPWwHPp/23h2YGfYwBbBuJm2q+h17m6q+0+k4s5Dt+3gX8GEReY2q3g58AvhIsQcWkTWq2lFgHwEuznEzmcAY7JtyvPezmJtqttdWYLz5V9jbVDUqIndh3QiyvG1Bzo1clE3ScZmFH3jKvtPPE1dgTpw91vNngAswXsdrMBf8OICqPoyZYdikTi5VDYvIEEZfHcd4P/ek7XsAc0LbfBjL+Fjv/zf7sYisxczsfsd6ba+InC0iO1R1X6E/SFXfbh2nWVX70457JfBBVX1boWNY+zdgZh82+zAzmvtyfXTG83pmygP5CAB/JiJvsZ63iMjLgO8DzwN/g4kRfNLh8WxeAzwqIu8HBjDe5xcxv+vV6TtaHn66cTmIuQE4+cwbMTMgv6rGCu5dmHPTbkgbgPsBv6reJSJ/bckZB/LMzPLxkIjYs9+NwGtFZMR6/DoRGcbIPueLyNoskrITDzrXzO7vgf9ly1ciUqeqIxgHZ7eIPKeqmQ7bQp0bWSm3wT9HRN6KuYPVAB9R1YSIvAG4CDiJkQu+pqod1jTvx8D7rWnaJuDfgH9T1ZtE5A+BzwD/G9gCrAf22AbHurN/CuMNjgLrsDw667U/w8gfUYxh/LmqPmbJLW/HTOP+AFiLOYHeBOzC6Kg/Br6rqp+zpn9/D3xIVX9d6EsQkWsxhvnDZMw4LGni80AY41FuB45n7PNnwDtU9ZKMQ78CY8hszgNuSnvtlKU/V1nf1/+xDD+q+ndpx78AY0SOWa/1An+ddtwbge9mfO6DIvKvmHOsBXi39b4rgadVNZG2/7PA5RljLcSLRWSPqnZbz+sx3plTtmFugDb7KO6iagXyepJpnMRIa+/AzIQ2A+Oq+gik4jI7gKyylohcBvwcuFxVT6a9VKGqX7WM58vSZIEtOTz8r9pPVDUuIv0i8juq+v9yDdySWi4Dzi/G2IuIF7hQVR/P2C7Al4A7gdcBv8TMlr5h7XIPcDfGKSiFU2kzz28AP1TVRzLkHZ/1OJuc7KSaZKZXjoh8BPgPVX3een4l8AMRuUJV+0TkXZhr4p8xMwg7pjGnc6NYym3wd6nqX0MqCPYmEXkGeLvtqVnTpB8Cr1TVp0UkpUOq6lERuSft+fdF5J8wP/pPrZPuOcxNAcyXWquqn7SO/WGMDg1wifUZr7ZeewbjLV1vaepfFBNo/l3gq6r6QxHptwyXHbgbsY71NPAlJ8beGvfdmOnbh7O8/EngmKp+O+17ymQvWTIBVPUh+7EY/b9CVX9jbdoEvAh4vap2icgW4BeYm4L9Hp/1HVyB0WFnIEan/wvMSfuTtJc2AW8E3mMZlncDn8PEC9qA/oxDDQHFZiD82jrmJ6zna8kjh2XhStI0bcvRqBCRUI6AXHoWjBfwqPMAcQfmO3qH9Xwi7YJ+J2am8TXgccsw/dyeeVm0AzdjvHh7DB7M72XjE5GrgXsxMt0vReSNwBZV/YqIbGX29/N94CkR2Z1n7H+Cib/M+E6sz/8xsCrH+1qATSJyjaruSdteZf0tzdbzMMabnxSRNRgZ5yXA10XkPuBbqno4z/gySffQWyneUNYC77LO2WxswFwTKUTkTcBzadcWGBnxy6raB6CqpyzP/VfW639r/T/Xc6Moym3w0z2L3wLXYQIvN9sbVbVXRKZE5OJMbyEHfar6oPXehMxMvfp94KNpz4ewDL6qPiomLaoW49Gcy/TNIJ3n7RNQVb+Vtv0/MDeWf8EE0v7TwVid8PuYWUT6mGdg/b0P5jqAmCDpHwO/l7a5Evh/agVLVfWwiIyJyFZVPWRtiwMft266PxKRd2lacFVVnwTeYs3Ivgu8N+3Y30qTp25mWj8OYgKe6XgwWTaOUdWIiBwRkbeo6s8wHvsTRRziOuCDGdvuA96McTAySR/zKzEZIanhYLIocvG7TBue1wO1YmJYbwVaVPXjACIyivHyPiYir1bVUwDWd55+3qKqSRH5IxHpwcxursQEWj8HvFREPooxqpViNHgf5qZwhaqpia6qgyLyBEaOe27WHyxSD1ygql/IfM36/A9gvNFwnr89k3pMbOljGM/15Zisom6MEXybmjjRVcBt1mvvUNX/KuIz7JnEWlVtL+Z9mOSGP1PVO7K9KCI3AofTngvwqP1bWduuw8SH0me99jV2ToZsO6dzo1jKbfDTvYZRoBFzh81MHevCeI1ODH4m6RdqG7mnzR5Mtk478F/AIeD6LLvOujAA1KTFxSzjWp+uL8+RBnUQWMuFNSX/KPDxjAtzlOn0NZsBYFbutXXTvQMjaf11ltdvE5EvynRK24xjq4kB+K2nXcA1GYeoBzopnu9htNGDGIP3z07eZN3AqnR2auuPgNtE5EeaIxvCciDeg7kR2+wB/tHywLIFAmPAEWAnRsKIYG4aU8C7Lc8cjLe8G+NRF0yJVCuIKiJ/jsngiFvyzz+o6s8sz3Oz5eFvx2RSZUoWd2FmetnO6z8nT+C0xHM8BhzD3CT3YRIHXolJTzwb+G+ZXuu0HTNDKca42X/f64F/zdheLWbdQoDZTofNJtIM+qyDq/4k47mSNnMSE2T9NCbLxk7jDKqV+q2zY3QLcm7kYiktvLIv+uOY/OF0mjEnCTgLquSiB3NDycafAMOq+rUSvAKbH2GMYnehHYtgNM1YFoWYdQafAv7aNvYicqH18tOYCyydOqwMBBH5mYhsTnttynodEblATBAwnTDTM6IZx7bGbxuHhzD51enn3rnMDBg7wjLK78dIG3X2zMQB72F6Sp1+vAFgP7M9fzAGwgd8HJNXPp72vv9U1a2qepFamUkZZJ6zE2ry4U8CN6nq1Zbu/CXg2VIvaMvbzKezZ0sI+DVp2n4aGzE3EadxCqdkfhdBYLflUXfb34X1fRwpwZMVEVkFnK1pWUUYY/lR6/93kcXgi1nY1KilBYttvoRxrgbAyM7Ae60ZSzYW5dywKbfBTzco12I8628Db7A3ilm8EWLauz+F0WttjfnaIj7vFszd0+ZlTP/wW5jpZVZZn7G9iOPfCnwAc6eeL27FSvOyLujryDhZReRKEfnfWd77aeDzqjpl7bfFej/Av2MyGOqt16oxcliPZYyvwmQO2bwY8/uACYanvhdrVpNkOuj6LxijavMizM0QVT2A0c5fZr33CmCvNTNARD4nIgcsT8wJJzAzkxUi8kGR/EvhrRnPeXniK/8H+JSYRUzpeDDOwpd1ZuDUCX5MjvzZmBvw71izjGxjnXVNiln5+tUC38mVmKyd9ICiJ8dnpFDVw5o9PfGYqt6TZXtRiEiliKTPlP0Yb/WVwKuA/4VZJU2Wsc74Loo4N9pUdcYNXVUfUNVrVPUlwLcyj23xu5jroiRE5IPA3Vm+z78CviMil2Z525zOjWIpp6TzDCaoswETsHva1t5F5G4R+QQmoLEOs/rMnqp9D7hJTBR8EHgUuFREbsdami0iL1fVO0Tk5dbzd6rqD4FvAl+ypt6TGNnmLDGLsL4G/J11MsUw6YcKXCMik8BLMdMuO7h0c+b0zJIuvqe5F+9kRUyWzg5rrH+ICQA9ar38GWvMl2K86EeBi0XkV2mfswuT5vjltGOeg7mY3pFmA1dgSRFqAt7vAb4lIvdjZlEftF5LWhfp2y1ttQmzqtSOjdwmIptF5GPW97QJeKv9fajqj0RkvZgA+nOY2dtX0v7kd1nf9aUYTzLdK/4lxmtfRYHFZWIyGP7D+rcbExN6r0yvfB3K2F8wN8FswXGssfeKyIeAX4jIJ4FvWDMJL+Zc3F3gngJpF6b1O/wlJk317zHerJ1N42H2tP2fshxvHSZo/g9kz/3fgPn+3y8moyr18YBHRG7ABAVLWvsiJkvtbzDrLATzPdfnfdM0bZjr/DWquhvjwPgw583r1QpqWqyWmdlFmfbJybmxGvhqofs+GZk2llT3OrLLuAURE2D9NPCYde30M72ydwSzWOsbGONuv2c+zo3iUFX33zz8AyowJ/c7yz2W5fwPM5u71cF+b8akKl6ats2PmbZ3Y2IITwN/lPb6+zCatpNxfAhjXKqs56uBex2+91DG8+Yc+70Os8rYfv6uUs4fa5wV1uOdmBgSmHTZT1uP3wasth5XW9/NHkxWj9N/v5P2XVSW+Ptm/S6s1x7JeH5HsecGJoBaaAw+4J6MbR/DLMYq9bytwdwsgnlev8Xp9zFf50bmP7EO5jIHLJngWYxs8Smd38VTZxQi8kfAr3RmLRr7NR9mFrcVMwvKKjmIKaD2Bozh+xdrWxMgWmIw3ZIWt6pqwUwgsVYzO9ivBRjV6YU6Xp25PmFOWDPRES1jvapikIxVspnfR75zI22fDap63MFnVeh0XGsLEFAHC/8Wi4U6N1yD7+Li4nKGUO6grYuLi4vLIuEafBcXF5czhLJl6TQ3N+uGDRvK9fEuLi4uy5LHH3+8X1VbCu85m7IZ/A0bNrB3r6NS1y4uLi4uFiKStTyzE1xJx8XFxeUMwTX4Li4uLmcIrsF3cXFxOUNwDb6Li4vLGYJr8F1cXFzOEAoafBH5voj0ikjWOvBi+LqIHBaRZ0TkovkfpouLi4vLXHHi4d+EKWOai1djaptsxRSnctSEwsXFxcVlcSlo8FX1t5gyxLm4Hvh3NewB6sV0nXcpwOBElFufKqlTmYuLi0vRzIeG34bpzmLTYW2bhYi8T0T2isjevr6+bLvMK3uPD/LFX+9f8M8plVuePMWf3fwUR/tK7kns4uLi4pj5MPjZOg1kLcGpqt9V1V2ququlpaSVwUVx61OdfOe+o4Rj81Zxdl4ZnjLd6J5sL7llrYuLi4tj5sPgd2C1HLRYQ2kNqeedrhHTs7tvLFLmkWRnLGwM/lMnXYPv4uKy8MyHwb8NeJeVrXM5puFC1zwcd850j04B0LtEDf542PRJefLknPoSu7i4uDiiYPE0EfkJcDXQLCIdmIa8fgBV/TZwO6Z58mFMv80/WKjBpvPAoX6OD0zwjsvXz9g+HolTHTR/VtfwUvfwjcHf3zXGVDRBZcBb4B0uLi4upVPQ4KvqjQVeV0xPzUXlh3uO89jxoRkGv3N4iqv+7h5u+oNLuXh9AwMTUQD6xsKLPTxHjEViiEAiqTx7aoQfP3KCdU1VfOTl28o9NBcXl9OQZbvSdmA8yuBElMnodPvYgz1jxBLKUyeH6R2d9uqXsqRz7uo6AD7/q33c8lQnT5xw5R0XF5eFYfkafMt77xye9t7tx0f6xukamUptX8qSzvqmEOsaQzzTMQJALJEs86hcXFxOV5atwe8fN0a8c3jasJ8angTgaN8E3aPG+Ff6vUvGw4/Gk3zyv55hf9coAKPhODUVfnatbyDo87ChKUQ86TaVd3FxWRiWpcEPxxKpgGe6wbc9/KN946nH57bVLhkP/zf7urn5sZPcc6AXMGmZNRU+PvWas7nl/VeyvqlqSRv8vrEIJwcnyz0MFxeXElmWBn/QknMg08M3j0fDcZ7vHKGmwseGpip6l0jQ9sePtAMwOB4lGk8SiSepCfpoqQlydmstfq8QX8KSzmdve54//uHj5R6Gi4tLiSxLgz8wPm3wT6Vp+KeGpmiqCgDw0JEBWusqWFEbpH88SrLMnvOx/gkeOjIAwOBklPGImaHUVEwnSnk9QjyxdD38k0OTHO4dJ7GEZyEuLi65WZYGv3/CSDQBryfl4SeSSvdomBdvbQbMLGBVXSUt1UESSWVwMprzeIvBzY+24/UIq+sqGJqIplbZVlf4U/v4vB7iyaXr4fePRYgmknQMubKOi8tyZFkafNvDP3t1LZ1WNk7PaJhEUtm1oZGAz/xZrbUVrKitAMqbqaOq/PzJU1y3fQVbVtYwOBFNxSDSPXy/R5ashq+q9FmB8qN9E2UejYuLSyksU4NvDM/5bXV0DYdJJjXl6a9tqGRjUxUAq+oqaKkJAuXNxT/SN07fWITrzl5BY8jP4GR2g+/1eJaspDMyFSNmje2IW93TxWVZsiwNfv94hAq/h60rq4kmkvRPRFIB27b6SjY2G4PfWlfBCsvgl9PD33PUtBO4fFMTjVVBBsenJZ3aNEnH75UlK+nYabAAR/tdD9/FZTmyLA3+wHiUpqogbfWVgAnW2gZ/dX0lm1qyefjly9TZc3SAVbUVrGsM0VjlZyKaSC0cs+v+APi8SytoG40n+Z/nulDV1AzJ6xG3fr+LyzJlWRr8/okozdUBVlsGv3M4TOfwFPUhP1VBH9tbawFY1xgiFPBRHfTNKLWwmKgqe44OcvmmRkSEBiuLqN3KZ0+XdHwez5JaaXvLk6f4k/94guc7R1MzpHPb6lwN38VlmVKweNpSZGA8wsraijSDP0XncDjl8b/2vFbWNFSyqaUagJaaYCrguNgc6ZugfzzCZZuaAFJpo+0DtsFPy9JZYkHbJ9pNXZ8jfeP0W4HyyzY28t3fHrUWjfnzvd3FxWWJsSw9/IFx4+HXVhjvvWNoklNDU6kbgNcjXLSuIbV/S02QvjJ5+I8cM7n3l1sGvyFkDP7xgQmCPk8qowjstMylY/DtxiwnBibpG4vg9wo719YDcLzfTc10cVluLDuDr6oMTERoqg4iIqxrDPGDh09woGcs5eFnsrquIqXxLzaPHB1kRU2QDU0hAJqqpz38dDkHWFIrbccjcQ70jAFwvH+CvrEILdVBNq8ws6aj/a6O7+Ky3Fh2ks7oVJxYQlPSyD+9fSd37OvhQPcYb9yZtXc66xpD3PZ0J9F4coZHvRgc65/g7NZaREzrX9vDH4vEaa6pmrGv1yMkFZJJxePJ1ip48XimYxhVCPg8HB+YoKbCT3NNkHWNIUSMVOXi4rK8WHYG315l21xtsm82t1Sz+arqvO9Z2xgiqUbr39BclXff+aZzeIpz2+pSz+tDAURAlSwevrkZxZNKoMwG35Zzrtu+gkeODbKqtoLWugoq/F7WN4Z4war46eLisnxw5O6KyKtE5ICIHBaRT2Z5fb2I3CUiz4jIvSKyZv6HarBX2drSiBPWNRo5pX2RKz2GYyb9cnVdRWqb1yPUV5pgZ3pKJpigLbAkcvGfah9mQ1OIC9fWMzgR5cTARCrF9ZINjew5OuDW1HFxWWYUNPgi4gW+Cbwa2AHcKCI7Mnb7CvDvqno+8Dngi/M9UBt7lW1TVdDxe9Y1lcfgd42Y3P/VGbEFOzUz08P3WgY/VuZcfFXTNezCtfWst1YtT0QTKYN/5ZbmVEVSFxeX5YMTD/9S4LCqHlXVKHAzcH3GPjuAu6zH92R5fd7otxYsNRfh4a+sqSDg8yx6LffOtMVg6TSGbIM/M63RlnTK6TlPRRN8/a7D9I5FuHBtPRuaQ6nXbBntRZtNxtGDhwfKMkYXF5fScGLw24CTac87rG3pPA282Xr8JqBGRJoyDyQi7xORvSKyt6+vr5TxEvAKG5pCNFY5N/gej7C2oXLRPfxpg18xY3tjDg/f57UknTJl6qgqN/zzQ3ztzoO88pyVvGXXWtY3Tsc8bA9/RW0FW1dU89CR/rKM08XFpTScGPxs0cNMF/RjwFUi8iRwFXAKiM96k+p3VXWXqu5qaWkperAAv3vJOu79+DX4vMVl26xrDJXB4BtJZ1VdDoOfQ8OPlcnDH5qMsb9rlI+8fBvfeecuqoM+KgNeVlkVR22DD0bWeez4IJF4oixjdXFxKR4nVrMDWJv2fA3Qmb6Dqnaq6g2quhP4C2vbkhJ41zWGaB+YRHXxjGnn8BQtNUGCPu+M7dMa/kxJx+exsnTK5OHbktfZVmkKG1vWsSUdMLJOOJbkyfbhxRugi4vLnHBi8B8DtorIRhEJAG8DbkvfQUSaRcQ+1qeA78/vMOfO2sYQY5E4w5OxRfvMzpGpGRk6Nk2FJJ0yefj2DGht48yYwwYrcJvu4V+yoREw+fouLi7Lg4IGX1XjwAeA3cB+4Keq+ryIfE5E3mDtdjVwQEQOAiuBLyzQeEumHKmZncNTswK2ML34KreHXx6Df9LqZLW2ITRj+6vOXcXrzm+lKjA9U6m2blbhWPlTSF1cXJzhaOGVqt4O3J6x7TNpj38G/Gx+hza/pKdmXmDVg1lIVJWukTBXn7Vi1muNVoZRdQ4Pv1wVM08OTtFYFaAqI7Zw9VkrZv0dPo8gUr6xuri4FM+yq6VTKrbXulge/shUjMlogtYsks5lGxt574s3csmGhhnb/ZbBL1daZsfQJGsbstcjykRE8Hs9RF2D7+KybDhjDH5V0MeKmiAPHelflMBtegeuTEIBH59+3Q5CgcwsHbu0QvmCtmsaQ4V3tAh4PcTi7mpbF5flwhlj8AH+9OrNPHh4gO/89uiCf1bXcPZVtvnwlXGlbSKpnBqeSsU6nBDweYgm3LRMF5flwhll8N/9og289rxW/m73AR4/MbSgn9U5Yjz81vrZkk4ufGVcads9GiaW0FkB23z4veJ6+C4uy4gzyuCLCF9683nUVvj4twePLehnnRqaIuD10FxEzZ9yBm1P5kjJzIffu7RaMrq4uOTnjDL4YFIhX3/Bau7Y18NYeOFy8o/0jbOxuaqouvapapllkHRSBr8IDz/gBm1dXJYVZ5zBB3jjzjYi8ST/81z3gn3God5xtqzMX6c/k3IGbU8OTSFSXMwh4PMQjbsG38VluXBGGvyda+tZ3xTilqdOLcjxw7EEJwcn2dJSnMH3l3Gl7cnBSVprK4rqCOZKOi4uy4sz0uCLCNdf2MZDRwbotmrWzydH+yZIKmwt0sP3llHSaS8yJROsoG2Za/e7uLg454w0+ACvP78VVbj7hd55P/ahXtP8e8uKYj1883MsttecSCr7u0bZvqqmqPeZtEzXw3dxWS6csQZ/y4pqVtVW8MDhmXX5Hzs+yLMdcyv0eaR3HI/AxiL75/rKtNL2YM8Yk9EEO9cVV3LC73U1fBeX5cQZa/BFhBdvbebBw9O9WX/xZAdv++4ePvvL5+d07EO946xvqppVFrkQ3jLVw7cbll+4tqHAnjMJuBq+i8uy4ow1+AAv2drMyFSM506N8IsnO/jwfz4NwPH+iTkd93DveNFyDoC/TPXwn2ofpj7kZ0NTsRq+a/BdXJYTZ7TBv3JLMwD/9UQHn7nleS7d2MiHrt3KwES05Bz9WCLJsf6Jkgx+uSQdu2G5iPM1A2A0fDdo6+JSHFPR8pUjOaMNfnN1kLNba/n3h08QTST58pvPZ5uVWXNioLSqmicGJognla2lePipoO3iGdHxSJyDvWNcWELJaFfDd3EpjuHJKFd86S5++tjJwjsvAGe0wQcj6wB86LqtbGiuYr3V3alUg3+4dxwoPkMH0tMyF8+IPnNyGFVKMvgBn7hZOi4uRfCjR9oZnoxx/tq6sny+I4MvIq8SkQMiclhEPpnl9XUico+IPCkiz4jIa+Z/qAvDOy9fzweu2cII27B4AAAgAElEQVT7XroJgPWWjn18oDQd/5RVJbOYEgU25Whi/mQqYFuCwXc1fBcXx0TiCW566Dgv3dbC9lW1hd+wABQ0+CLiBb4JvBrYAdwoIjsydvs0pvXhTkzP22/N90AXirWNIT72yrNSckpV0EdLTZD2Ej383tEwAZ+H+pC/8M4ZiAg+j5BYxNIKh3rGaKuvpN5qu1gMrqTj4uKcW5/qpG8swvtesqlsY3Di4V8KHFbVo6oaBW4Grs/YRwH7llUHdM7fEBef9Y2hkj387tEwK2uDRQdAbbweWdSVtgMT0RnNyYvB73M9fBcXp3z/gWOc3VrLlVuayjYGJwa/DUiPMHRY29L5LPAOEenA9L794LyMrkysb6oqWcPvGQ2zssZ5DfxMTKrj4hn8/vEozdXFe/cwPdbF6CDm4rKcOTk4yQvdY7zl4jUlO4PzgRODn210mVf4jcBNqroGeA3wQxGZdWwReZ+I7BWRvX19fZkvLxk2NIXoHg0TjhWfPtU7GmFllj62TvF5F1fSGZyI0FhVmsEP+hY/q8jFJR+xRJKv3XGQv/jFs3zp1y8s+pqWXNx/qB+Aq7Y1l3UcTgx+B7A27fkaZks27wF+CqCqDwMVwKy/TFW/q6q7VHVXS0tLaSNeBNZbJRFKaXg+Vw/f55GCQdunTw7z5zc/yU8ebS/5cwBUlcGJKI1FNGlJx67u6WbquCwVnmwf5h/vOsQvnjzFt+87wt4F7mznlAcO99FaV8HmIivozjdODP5jwFYR2SgiAUxQ9raMfdqB6wBE5GyMwV+6LnwB1ltVI4tdcTsWjjERTbCytjQDCqYmfj6v5J/uOsT133yQW57q5K9ufZ5jc1gVPBqOE0vonCQdgJgbuHVZItixt/983xV4BPYcHQDgy//zAl/41b55+5znTo3wgOW1FyKRVB48PMCLtzSXVc4BBwZfVePAB4DdwH5MNs7zIvI5EXmDtdtHgT8SkaeBnwDv1mUs7G4oMRe/ZzQCwKo5Sjr56uH/7IkOLtvYyD0fu5qg38Onb3m2ZA19cCIKULKkE/CVp7qni0su2gcm8XqE7a01nLO6joePDBCOmXTIO/b1zNvnfO6/9/GnP3rckez77KkRRqZivGRb+VUNR3n4qnq7qm5T1c2q+gVr22dU9Tbr8T5VvVJVL1DVC1X1Nws56IWmLuRnRU2w6EbnvaMmB3/FHCWdXFk6XSNTnBiY5BXnrGJjcxX/+5Vn8eDhAf6zxFV7A+PmBtVUXaqkY04fp5JOLJHkaSvvv1QePjIwp1mNy+nNicFJVtdX4Pd6uHxTI0+eHOY3+3qYjCboHg3PS4JBLJHkmY5hxsJx7j1QuLz6/Qf7EIEXbymvfg/uStucvO781dz9Qi/Dk1HH7+m2DP7cPHxPzhaHjxwdBOCyjY0AvP2y9Vy5pYm/vPW51NS1GAYsD7+pVA/fNvgOJJ3ukTA3fncP13/zQe5xcJHk4s9ufpKv/OZAye9f6qgqI1ML12v5dKd9YIL1jWaGfvmmJqLxJF/Zbc6XcCzJ6FS8pOOOTMW46cFjxBNJ9neNEo6Zc/7WpwpnoO85NsCO1tqSZ9LziWvwc3DDRW1EE0n++5kukknlaN94wffYks6KEvPawQra5vDwHzk2QE2Fj7NbzZIHr0f41u9dzPqmKv7oB3t59T/ezxu+8QCTUWcn9cC4ZfDnquEXyNIZmYrxhm88wL6uUWqCPn72eEdJnxdLJOkbj3Ckt/BvsVzZ/Xw3l37hzpTc5lIcJwYnWWetlr9kYyMeMckXDdZCSNspK5b/+6v9fPaX+7hjXw9PWDP/V+xYyV0v9DJaoNDiwZ5xdrSWZ2VtJq7Bz8E5q2s5a2UNP3u8g0/+/Bmu/ep9HOwZy/uentEwNUEfVUFfyZ/r93pyVst85Oggl25oTNXcAair9PNv776ESzc24vMIz3SMcLzfWexhcMLcoBZaw//VM130jkW46Q8u5YaL2rhjX09JXmz/eARVONY/segVRReLx44PEYkn6RyeKvdQlh0jUzGGJ2OppIvaCj/ntpmaNb932XrAyKLF8vTJYX76uJFNb32qkyfah1lVW8GfXr2ZaDzJ7ue6846pbyzC5hJqay0ErsHPgYhww0VtPHVymJ/uNR7pyQJpmr1j4Tnl4IPx2rMZ0N7RMEf7J7hsU+Os19Y2hvjXd1/CX73eVLzos7T5QgxMRKkJ+opu1GLjNC3zlidPsbmliks2NHDDRWuIxpPc/mxX0Z9nz6BOZ4NoOxXDk66sUyx2ORS7ACLAddtXsqImyA0XmbWiPUV6+Mmk8pnbnqe5OsjvXLyGu1/oZc/RAS5aX8+Fa+tpq6/krv25JcpUMcUyp2PauAY/D2/a2UZbfSXvvNx4B31j+Q1p90h4TimZYIxotqDtnmNGv798U+5l2XawuNfhST0wHqWxRDkHnGn4JwcnefT4IDdcZFYYnr+mjs0tVfziiVNFf176xXrEgcS2HHmh2xj8oSJiRy6GE4MmmL8+rZHPB67dwr0fv5o1VjHD7hFnzpDN7ue7efrkMJ941XZ+7/L1RBNJesciXLSuARHhwrX17O8ezfl++zwtpXruQuAa/DysqK3ggU9cw6dfdzZQ2OD3jEbmtOgKTB5+NrnC1q3zaYHNNcZ4O/XwzaKr0g2+34Gkc+tTxrC/4YLVgJk5vWlnG48eH6R3rDhvq3eGwT/9MnUGJ6Kpc8w1+MVjp1Gva5w2+F6PEAr4CPg8NFcH6B51PjNUVb5+92E2NVfxpp1tXLCmLnUz2bnOtAPdvqqGEwOTjEeyx82O9I4T8HpY01BZ6p81r7gGvwAiQtDnpa7ST38eQ6qq8yLp+LxCLEuWTiSeJODz4PPm/slCAR/VQV/BG5NN/3iEphJX2cK0h5/P4N/2dCeXbmhkbdpF+FIrH/nhI8VlFvWMRvAI1Fb4HAXRlxsHuqdjREMTrqRTLO0DkzRXB3PG0FbWVtA94tzJuHN/L/u7Rnn/NVvwegQR4a271tIQ8nNum3G8tlsOWPpvl87h3nE2NlflvW4Xk6UximVAS00wr+c8NBkjllBWziFDB3Ln4UfiiVTtmoLjdGjwByeiJadkQloefjx7ADWWSHKod5zLM+IO56yuo6bCV7TB7x0L01ITZPOK6tNS0rH1e4+4Hn4pnBicmCHnZLKqtoLuUeeSzjfuPsS6xhDXX7g6te1Pr9rM/Z+4NhX3Oru1BoAXcsg6R/pK62+9ULgG3yHN1YG8htQOIs4lBx/sPPxsBj/pKLjaUhOk14HBt+volJqSCabjFeQO2naPhFGFtozprNcjXL6piYdK8PBX1pp6JEdPQ0nnQM8YdZV+1jSEXINfAu0Dk6kMnWysqqug22GWTjiW4OmOEd580ZoZ3rnHI1SnzSDa6iupCfrY3zXb4IdjCdoHJ9ncUjXrtXLhGnyHtNRU5DX4tse5aY7ReOPhzzag4ZhzD7/fgcEfnYoTT+qcNPyA19yActXSsW+Cq+tn65cv2txE++BkwcyndHpGw6yoqWBTSxW9Y5GSG80vVQ50j3HWyhoaqgIMuVk6RTEyFaNrNMyG5tzGdVVtBUOTMUflEDqGzLmbb8YARvLd3lrDC12zJZ0TA5MklSWTkgmuwXdMS3V+qeRw7zhej6Tq8JRKXg/f78DgFxinzYCVg99cYlkFAL/l4efS8DtH8hl8s8z84SJWCPeORVhRG2RTs7mATicvX1U52D3GWatqaAj5GXIXXhXFbw/2oUre5iJ2fK3XgazTMWQcESfB1rNba3mhe4xkxnU7l/7WC4Vr8B3SUhNkIprIuYr1UM84G5pCqcVIpeLPkYcfiSWpcCDprKgNMhaJMxXN78UMzLFwGhSupXPK8pJW182+aLatrKapKuBYx4/GkwxORFlZU8GWFeamejrp+J0jYcYicbatqqExFHAlnSK5+4VeGkJ+LlzbkHOfVsvgO1lta3v4axz0pt6+qpbxSJxTGWtDDveOI0LKQVkKuAbfIXYbwP6x7Bfiod6xebmTmwYoOYK2Dj18KJxCapdVmBeDn0PSOTUcprEqQGVg9o1KRLhsU6PjAnV2wHxlbTCV8VNKv4KlyiPWTOeCNXXUhwLuwqsiSCSVew70cs1ZK2asQs9kVa0x+E5W23YMTeH3iqMyKXbgdl+Gjv/IsQG2rqjOev6XC9fgO8Q2+H3js72DaDzJ8YFJtq6omfPneD3ZWxyaoK0zDT/XONOZD0mnUMerzuEp2rLIOTZrG0JWYLdwmQR70dXK2gqCPi/N1UG6hkuri7IUuXN/Dytrg5y7uo6GkJ/xSHxJNIgfnIjyld0HeKJ9aTQSycaT7UMMT8a49uwVefezJR0nq207hiZpq6/Ek+cGYrNtZQ0izNDxR8MxHj02yLXbVxZ8/2LiGnyH2E1CsnnOxwdMbZetK+fu4fu9krVaZjFZOlBYp9zfNUpVwFty8xNIL56WO2i7uj531tKqugqiiaSjQmGp0tPWSubV9RWpGMFyJxJPcN+BPq7dvhKPR2iwZl3FVGpdCO7c18O1X72Xb9xzmO/df7SsY8nHXS/04vMIL9mav958TdBHVcDL3uNDBVsfdgxNOZJzAKqCPtY3hmZk6jxwqJ94UrmuwE1osXENvkNSnnMWg3+oZ/6CMz6Ph0Q2D99hlo5dXqHQatsHDw9w2aamOS0I8XoEj2SXdFTVMvi5PXx7iu1EU7Xr6Ky03tNaV0FXEYtoljJ7jg4yEU3w8h3GODSEjMEfLLPB/9qdB2kIBbhkQwPPnhop61jycc8Lveza0EBdpT/vfiLCu160gd/s6+Fd3380b5VLY/Cdr441gdtpg3/X/l7qKv3sXFvv+BiLgWvwHdJUFcQjOQx+7xgizEu/ylwrbaPxJEF/YQ+/sSqQc5w2p4anONY/wZXz0JAh4PNk9fBHp+JMRBN5JZ1iptg9o2F8HqHRMoatdZV0DU/NS0OLcnPnvh4q/d5U5pJdyrecq21VlRMDk1y1rYVrtq/g5OAUI0swrjAwHuGF7rGC3r3NJ161nb9983k8dGSAW5/MXs8pHEvQPx4pyuBvX1XLicFJJiJxkknl3gO9XH1Wy5JZYWvjaDQi8ioROSAih0Xkk1le/5qIPGX9Oygic2trtATxeoTGqiB947O9rkO946xrDFHhwCAXIvdKW2cavtcjNFUH80o6Dx42vTjzpbA5xe/1ZM3S6Rg2AVVHHr6Dgla9YxFaaoIpTXV1fQUT0QSj4dIaWiwFovEkd7/Qw6+f6+YlW5tT589SkHQGJ6KMR+KsawxxnlVi+LnOpeflP+qgqGAmN1y0BshdkbSYDB2b7a01qJrFc093DDMwEeXa7UtLzgEoWLhdRLzAN4GXAx3AYyJym6qmOgKr6ofT9v8gsHMBxlp2cpUtONwzztZ5yrW18/BVdUbDY6elFcDKxc8j6Tx4uJ/m6gBnrZx7kDngze7hd1oB1XwGv6UmiIhTSSfMitrpeECrlerZNTJVcCq/FInEE9zwrYd4vnOUuko/f3DlxtRrS0HSOTFolxoOce5qY/CfPTUyL7PC+eThowNU+r2cv6bO8Xv8Xg8Vfk/OgmfF5ODb2EUNX+ga48TABD6PcNUS6GGbiRMLcilwWFWPqmoUuBm4Ps/+N2IamZ92NFcHZhnScCzBsf6JeVtN57M82MzUzHDMWdAWTGAzl6Sjqjx4eIAXbW6ecUMpFb/Xk1XDn15lmzto6/d6aK4O0uNAi+8cnmJ1WtkK+7jZMnV++thJfvFkaV21Fot/vvcIz3eO8qUbzuOxv3gZV2ye9lDrLUmnnKmZJwamSw03VAVY01CZVcffe3wwVRG1HOw5OsCuDQ2pBAKnVAf9jOU0+MV7+G31lVQHfezrGuG/n+niJVubqQ+Vv6VhJk6+pTYgvUt2h7VtFiKyHtgI3D33oS09spUtePjoANFEkiuKmFLmw2c1Fclcbes0Dx+Mh5+r9PCh3nH6xyPz1lDZaPizJajO4SlTkrZANU5T0Cq/wVdVukbCM+oU2TOHbJk637r3MP/24HEHoy8Ph3rG+OY9h7n+wtW87dJ1sxbrVfi9hALesq62PTEwici00TuvrY7nshj8b993hC/8av+8f34iqbNWrmbSPx7hYM/4jJulU2oqfIznkAOLycG38XiE7atq+OXTXZwanuL1F6wu/KYy4MSCZHMDc/0SbwN+pqpZl3mKyPtEZK+I7O3r63M6xiWDLemke9937e8hFPAWpSHmw+8xP0m6wU8klVhCHUs69SF/zhaCdurYBfOUPeD3SlYN/5TlkRfKY15ZW1EwaDsajjMZTcxYsbuipgKvR2Z5+HbBqs4lnKP/5d0HqAr6+MvX7ci5T0MoUJKkk0wqX7x9v+MFbbloH5hkVW1FKq5wblsdJwYmZ51X7YOTDExECxrnYugfj/Dar9/PR//f03n3e+Ro8fq9TXXQl1fScZqDn8721hpGpmIEfB5evmNp5d/bOLEgHcDatOdrgFyt2t9GHjlHVb+rqrtUdVdLy9LTtwpx0boGookk37j7MGA8z7v39/LiLc3zErAFUisF0/OEbcnE6WdU+L2EY8msGSztWZpEzAW/15O1eFrvaGSG5p6LVXXBgh6+vTKyNU0e8nqElTXBWR7+8YEJkmqMxlJYuJTJyFSM+w708ZaL1uRd9FYf8pck6fziyVN857dH+fkTc5O0TgxOzigcZveGfT7Ny1dVTg5OkUgqwyX0KM5G31iEG7+7hxe6x3jqZP7cj0eODRAKeFNB5WKoDub28E8NT82q8OqE7auMjn/NWS3UVCzNuJITg/8YsFVENopIAGPUb8vcSUTOAhqAh+d3iEuHV+xYyZt2tvGPdx1kz9EB9neN0TkS5mVnz9/d3O4Tmy6TROJmwuTUw7dvDJEsBq99cJIVNcF5W+4d9GXP0pmKJQg5+IxVtRUMF6hgaHvxrRmlp1vrK2d5+HbBKii+f+licOe+HqKJJK89vzXvfo1VAUcL0tKZiMT52/95AZh72YkTA5Osb5wuBLh9lQnwp9cv6h+PMmX9bvmaAxXDF3+9n5NDk7xocxMdQ5N5m9U/d2qEc9vqitbvAaorfDk1/P7xSKpESTFcaM2a37Qzq+K9JCj4TalqHPgAsBvYD/xUVZ8Xkc+JyBvSdr0RuFlPh8ToHIgIf/PGc1nfVMV7f7CXz//KJCpdvX3+Zit23m76alvbcDsN2qYMfmy2Ic703OaKP0eWTjiWoNLBjGRlKjUzt3G2F1i1ZhRhM4uvZhesslmKjc5/9WwXbfWVKeOQC1NPpziD/8/3HqF3LMLmlqqiyk5nMhGJ0z8eYV3aeWJnDqXPOk4OTX+G06Y7+Yglkty5r4fXnb+a11+wmlhCZ/y+8YRJY1U1WWwHe8ZTN6JiqQn6GI9kn5UMjkdpLKET3Lltddz90at45TmrShrTYuDo1qiqt6vqNlXdrKpfsLZ9RlVvS9vns6o6K0f/dKM66OOH77mU89fU8dCRAS5YW59a3Tof+FKSTpqHH7MNvlMP3+wXjs/2mtsHJme0G5wrRtKZfY+fiiUcSVC2Ec8n63SNTOERZgXRVtdX0pVRi+dw73jqO3SS7rmYjEzGuP9QH689v7VghlRDyF90TfxfPtPJtdtX8MpzVtExNJXXO86H3Rs23TEI+DxUBbwzxpR+U5kPD/+Ro4OMhuO8YsfKVCMTW4IE+PGj7fzhTXt59Nggp4anGI/EOatEg1+dI2gbjiWYiCZKbgy0qaV6XrLfFoqCefgus1nTEOJH772MXz/XPW9auE22LJ2UpOMwS8cuo5xZIjkcS9A9Gp4xVZ8rfp+HqSz6bTiWdGTwV9UZI55PfukcDrOytmLWqsXWugoiVtnkJmsKfrh3nIvWNfDo8cElF7j9zb5uYgnltefll3PAzNIiWW7YuYjEE5wcnOT6C9tYXVdBPGlKW5Ryc28ftFIyM86TzFlHusGfDw//N/u6qfB7eMnWllRxvxODk7wIEy/4yaMmWXDviaFUwLXUtSR20DZzvYtdNnwurT+XMktr3e8yQkR4zXmtqWDWfOGzs3QSc5d0Mj18e0HJfEo6gRx5+OFYIjXTyIczSWcqa+tIe3ZgG/ZEUjnaP8EFa03PXCdlcBeT+w/1s6Im6GiRUK7vNRep7kotVSknpFRZx/bw12WcJw1V/hl1+k8OTtFcHSTg9RSs3VQIVeU3z/dw1bYWKgNeWusq8XslNZZnT42kMswePzHEAav/77Y5ePixhM6Kcw1aK+mb5lBFdinjGvwlhj+fh1+spJOh4dsXz3xKOgFf9oYtTjX8mgo/VQFvXvmleySctYmK3QjFNgQdQ5NE40m2rKhmdV3lkiqupqo8fHSAyzc1OZry+70ekjp7AV4ujlixi80t1XPuF3BicJKGkH/WCuaG0MzWi+2Dk6xrrLTWp8xtzcAzHSN0j4Z5xQ6jf3s9wtqGUGq28ZNHT1Lh9/Ca81bxRPsQL3SNsbqugtoSs2FqrL60mamZ/dbMYi59IpYyrsFfYnhTHv70hR4uWsO3PPyMzJf2wfn38LMFbWOJJPGkOk4jXVlXkbP2j6rSOTI1K0MHjHFrrg7y4BFTGyi9pdyqLAHdcnK0f4K+sYjjRUL2YiynXv7RfmMYNzZX0VpXgc8jJRv89oFJ1mVp1TlL0hky8aBsK9CLxW51eU1a/Zl1TSFODEwyGY3zy6c7ee15q7l62wqGJ2Pcc6C3ZO8ejIcPzNLxUx6+a/BdFgNbw4/NyNKxNXynko7t4c80+CcGJqkKeOf1ZM4mPdif60TSAagK+HK2jjQpm8msko6I8KLNTTx0ZABVnTb4LTWsrq9YUg1S9lgGzekioWIN/pG+cVbVVlAV9OHzeljTUDkHD38iFTRNp77Sn8q3jyWSdI2EWdcYorl69gr0YjnYPUZrXcUMz3p9Y4j2gUl2P9/NeCTOW3et4aL1poXhWLj0gC2Y0gr2cdKxYwelBm2XOq7BX2LYK23Tp/LFZunYWn+mpNM+aDy3+cwi8Ps8RBOz6/4AjiQdMMYtV19cW5bJVYTtRZub6BuLcLh3nAcO99NaV0FdyE9rXSUDE9G8+f2LyZ6jg6ysDbLB4ewqYN34c30vmRzpm2DzimmvfG1jqCSDH40nOTU0lXUW2GCt4E4kla7hMImksrYhZFagz9HDP9AzxraMAOzaxhBjkTjff+A4bfWVXLKhkU3NValaQ3Mp/ldtSTpjGamZAxNRAl5P6vXTDdfgLzHslbaxrEFbZz+XvagqM8vjxMAE6xqLX0GYj2zVMm0j63RGki9AmVplm8XDB1LVG//5viPcf6ifd12xASA1I1gKi69UlT1F6PeQ5uE7MPiqytG+8RnNsteVaPBPDU+R1OwrsetDAVRhdCqWysFf01hJc3WQwYloyWmgiaRyqHecbRkd49ZbstKzp0Z40842PB7B4xEuWme8/Ll4+DV5JJ3GqsCSTq2cC67BX2KkgrbZVtoWUVoBZko6yaRycmgqdRHNF37v7KCt/blFefg5DH5nAQ9/bWOINQ2V/PyJU9RV+nnnFevN/hkZPOXE1u+LqfmSah/pQNLpH48yFo6zqWX6t13XGGJ4MpazplIu7CqZG5pnnycNVVZjlsloKgNonaXhJ5I6I4On2M+MxpOzPPz0WcYb01avXrWthfqQf04Nh6pzBG0HJqKnrZwDrsFfcuRbaVvhNGjrm52lMzgZJRpP5u1AVQrZjPVUSsN3bvCzlYEA6BkJ4/VI3rozV1qdov7wyo2pC9muu7MUArd2lcmd65wXrCvGw7fLHaQbwFJTM1OB/RwePsDQZIz2wUl8HqG1rpIWa+FhqYuvDloplpkeu/03nL+mbkb70Hdevp4HP3HtnOpXpYK2WQz+6ZqhA67BX3LkXWk7Bw/fNspOvW6n+K2GLenVEudTwx8Nx6gO+lJSVzbeuLONC9fW8+4XbUhtsyWgpZCaactK+ZrBZGJ7+E6Ctkf7jFee7uGvLdHgnxiYpNLvTfVwTme6vEKUk0OmwJi5GZvtpaZmHujO3hO6wu/lPS/eyIdfvm3Gdo9HqJqjxp7S8DODtuORvM7Fcuf0jEwsY/KutC06LXPaWNiyi983v9pkSnpIJgl6Zt5onGbpBPNo+OOReMEA2hWbm7jl/VfO2BYK+Kip8NG7BDT87pEIoYA3lfvthGI8/KN941T4PTPWKtgL2nqLzJ45MTDJusZQVg27vnK6MUv74CRrrVr5zdbNoW+8tO/6YO8Y6xpDhAKzv598JaTnQtDnwe+VWR7+oOvhuywm9krbzKCtR6a9/0J4PYLfKylpJf14pVQWzEfANvhpM5JSJJ1cBn/CgcHPReZCoXLRM2ZKQxQTCAwUoeE/e2qEs1bWzKjfbjezL1ZmOTEwMWuFrU1DStKJ0jE4XZPJng2U6uEf7J6dobPQiMisEslT0QST0YRr8F0WDztoOyMtM27aGxZjMCp83gxJxxzPvqHMF9nyxcOlGPwcnuxEJEFVsDQZqiHkn7c67XOhZyTMytriZAKnHn4skeTpjmEuXt84Y7vXIzRWBYoy+Mmk0j44mVW/B5PZ4hGTyTMwEWWtlfFVE/QR8JVWXiESNy1Cz1o1Py1Ci6G6YmYTFDsHv9kN2rosFt6sGr7z9oY2wYziW7aHH1goSSeRzeA7G3O+tMyxSLxkvbaUEsMLQc9YmFUOmsGkk+17zcbznaOEY0l2bWiY9VpzdZC+Irzu3rEIkXiS9VkydMBo5/WhQCoIbQdVRYSWEhdfHeufIJ7URffwweprm+bh2/0HSimNvFxwDf4SI10TtzENzIv7qSoDnuwa/jxLOvaMZKaHX0LQdkEkHX/JqYLzharSMxpJaepOCTgM2u49btr8Xbx+tsFvqQkW5eGnGpfnqbVUH/Lz3ClTu2htWpPvVXUVnCqh/8BT7aar1Tmr57cIoRMya+IPjNsG3/XwXRYJW6dPZPxkZEwAACAASURBVARtnVbKtJkl6SyUhu/L5+E7N/iZmT42czH49aEAwxPllXSGJ2NE48niDb7PXmmbfzHTE+1DrGmozHp84+EXY/AL11pqCAVSMZr0Inzrm0pb6PXY8SEaqwJsbpnf9SFOmC3pGIPvSjoui8Z00DZTwy/upzJ9bdMlHXO8hQrapmvNpQRtM49hMz4nScfPWCReUBZZSOwqoMV7+Oa7y+fhqyp7jw+xK4t3D8Zw9Y9HsvY2zsb+7lEq/V7WNOTx8K1Mneqgj4bQdKXKDU1VdI2Eiy5lsffEILvWN5RlZWtm0HbwNK+UCQ4Nvoi8SkQOiMhhEcna1UpE3ioi+0TkeRH58fwO88whlZaZkaVTrIZf4c+QdCzDEZh3ScfOJpmZhx/wevLmzqdjjylz8ZWqzjlLByh6tel8Yufg241enGKnz+a7WXUMTdE7FuHiDY1ZX2+uDhKJJ2elHuZiX+co21tr8v5u9uKrNQ2VM4y0PSsoxsvvHQ1zYmCSSzdmH/9CM8vDH48S8J2+dXTAgcEXES/wTeDVwA7gRhHZkbHPVuBTwJWqeg7w5wsw1jOCXHn4RUs6fu+MBigLloefxTt32vzEJpijMuRULEFSmZOHD5Q1cNtTsodfWMN//MQQABevy+7hp9Ilxwv//arKvq5Rzlldm3c/26vPrLWzwSrZcdwq0+yEx46b8e/KccNaaGqCvhlB2+7RMC3VwdO2jg448/AvBQ6r6lFVjQI3A9dn7PNHwDdVdQhAVXvnd5hnDr4s9fAjJQRtgz7vDA9/wTT8HFk6xSx7zyXp2N6XvQy+WOqzNN5ebLpHjExQbN9jf5bYSCa2N525QtXGXjHqJHDbMTTFWDjOjtb8wdMGS+7IbKJjG/wTA849/MeOD1Lh9xS8ySwU1UEfkXgydVM90D02p4JsywEnV38bcDLteYe1LZ1twDYReVBE9ojIq7IdSETeJyJ7RWRvX19faSM+zfF6BJHZtXSKrRtS4fcQyaLhz7ekkwouxufB4Gd4sxMRM/7qOeThA2VdfNUzFqapKpD6G52SS+ZKZ2QqRlXAm/PYKYPvIHC7z+oatqOA8a3P4eHXhfzUh/wcH3Du4e89McjOtQ3z7oQ4xXYkJiJxovEkh3vH2e4afLLNbzKjQD5gK3A1cCPwPRGZVSlKVb+rqrtUdVdLS0uxYz1j8Hs8GUHbxDwEbRfGw6/KUnVwymF7Q5tcAUo7oFaVZcm9E9JXhpaLnpEwK4qUcyD7zCmT4clYahaTjeYa85qTBVH7OkfxSOEa8/WVtoc/uy7Q+qYqxx7+ZDTOvs7RrOsHFov0iplH+8eJJ9X18DEe/dq052uAziz73KqqMVU9BhzA3ABcSiAzL720LB0P4bRjTBv8+dUn7b6n6YHRcCxZlIafy8NPSTolavh1ljc6UmYPf1WRq2zBLHLyeSSvhj8yFaW2MndP18ZQABHnHv6mlupUL4VcXLKhgZedvZKL183W3Tc0hRx7+O2Dpul6ORZc2dg18cfCcV7oMhU7z24tj7y0WDi5Kh8DtorIRhEJAG8DbsvY5xbgGgARacZIPEfnc6BnEqGAd0bLP6PhFydrVPq9TEVnV8v0F3njKITdRDrd4E+VrOHPTOmbmKOGXxP04fNIWT387pFI1vaMTsjWLzidkalYKk0yGz6vh6aqAH0Ogrb7OkfZ4cDYrait4Hu/vyt1M01nfVMVncNTsxrvZKN9YLqefrmwz93esTD7u0cJeD1szLHK+HSh4NWvqnHgA8BuYD/wU1V9XkQ+JyJvsHbbDQyIyD7gHuDjqjqwUIM+3akK+phIM9bhePGlFewsHTsHe6E0/FDAi88jMwx+pFiDn0OvnrBueqVm6YgI9SF/yRp+PJEsauFSJrFEkoGJSNEBW5t8K5DBSDp1eQw+GB2/UNB2eDLKqeGpgvp9ITY0hUiqCQAXon2w/Ab/wnX1VAW83P5sFy90jbFlRXXZ4gmLhaMrSVVvB27P2PaZtMcKfMT65zJHQgEvk5FMD794g69qMl+CPu+CafgiQl2lf5aH3zoPQVs7ZW4uedFzqafzD3ce4hv3HKatvpI3X7yGP79u64yKlIXoG4ugSskefiBLv+B0hqdiqSBqLpwY/CfaTXrkuXMsb7A+lakzUbAbVfvgJDVBX8HxLyShgI9Xn9fK7c92E/R5uOqs0z+ueHrfzpYpVQFfyrtV1ZLy8O0bhJ2aGUuYEstOF0MVQ6bBL1bDz5WHb0s6c2l2UV/pLzkt8zf7utncUsW2ldV8/a5DfPxnz8xYEFcIu9tWyQY/T1E5VWVkKpZVWknHXm2bj93P9VAd9HHJxrkFUO0G7cf6Cwdu2wcnWdeUve7+YvLmi9YwHokzMBE97TN0wDX4S5JQ0MukJenEk0pSnTc/sbElFTs1M5pILth0tbbSz+gMg58oGPxLJ1ce/kQkjgiE5tClqz4UKEnD7xqZ4mDPOG/dtZbvv/sSPvLybfzXEx18/a5Djo9h99Mtta1kwJdbww/HTP64E0nHzDSyzxTiiSR37O/h2u0rinYqMmmsClAV8DrqstU+OFlWOcfmso2Nqd9n+6rTO2ALrsFfklQFfCnv1ta1S9HwIc3Dj+u86/c22SSdYoxHrlWl45EEVQFfUTJKJg2h0jz8+w/2A/DSbS2ICB+6biuXbmzkvoPO1490WtUjW0sO2ubO0rG/bztNMhfNNUHCseSMmFA6jx0fYnAiyqvOXVXSGNMREdoaKgtWzUwmlY7BqSVh8D0e4c0Xr8HrkdM+Qwdcg78kMVk65gK1PfTiSytYko6VMRFLJOc9Q8cm0+BHYsUtFMudlhkrufmJTX3Iz/BU8R7+fYf6WFETnDHNv2hdA/u6Rh0XCOscnqKmwkdNRWk6dT4P3/6bCnn4LQUWX+1+3tKvt82Pft1WX8mpAkHbnrEw0URy1mrdcvH+azZz6/uvzNrH93TDNfhLkKpgFg+/WEnHN7O/bCyRnPccfJt0g59IKtFEsqiFV8Gckk5izs2q60MBwrFkUVUcE0nlgUP9vGRrywyN+cK19cQSmlqVWojOkXDJcg6YAHuujlf2rKVQ0HOFtQagJ0tvX1Vl9/PdvHRby5y/ZxsnHv5SSMlMJ+jzcm7b4tfjLweuwV+C2B6+CdiaC7740gozJZ2F1PDrLA0/mdSiu13BtIcfic1eeFVM4+9spK+2ncoha2TyTMcwI1OxWVkbO9eZxeNPWk07CtE5PFWynAP5g7b2DbaQh2932urJ4uEf65+gayTMtdtXlDzGTNrqQ4xMxfJW6FwKKZlnKq7BX4JUBX3ELU/ZXsRSSscrSPfwF1bDTyqMR+Opz5uvoO1cPU+7ns737j/GuZ/d7Sig+EyHaeF3WUbZ3pW1Fayuq+Cpk84MftdImNVz8PDz9fq1Vw8XMvh2WYeekdkevn3jytYtq1TaGszfm0/WOTk4iUeY03fjUhquwV+CVFnGcjKSSHm9Rfe0zZR04gvr4YMxQqnmJyUEbTMXXs2l+UlqbJbB/9cHjpFIKr1jsw1fJsf6J6gKeFmRRdO9cF09T1p56/mYiiYYnIjOzeDnWWmbCtoWkHRqK3xU+r2pRizpPHlyiJqgjy0FcuaLwZawTg3nvrG2D07SWldZdEE5l7lz+lb6X8aELCM3keYxl1IPH6a7T5mg7cJo+LVp9XTsz60owsMXkazyxfgcmp/YNGQUF8tXfdLm+MAE65uqsuaI71zbwO3PdtM3Fskb5Ou0cvBX15cu6fjzSDrDU1G8Hin4/YgIq+oqshr8J04Mc8Ha+jllQWWyJo+Hf9ODx7j7QB8Hu8dO+xIGSxX3FrsEsatDTkYTpQdt/TN18YXW8AFGp2LTGn6x5YCzlBGYS7crm7WNIbauqOZPrtoMODP4JwYmcxqkCy0dv5Cs02Xl4LfWzVHSyWXwrbIKThYurawN0pth8CejcV7oHuWidbOK2s6JluogAa+HjozAbTKpfOOeIzxxYoiesTDnrTkzgqRLDdfDX4KErFTEiUg8ZaCKnf6mgrbpaZkLbfDDsdQ4iw0yG706s3ja3LN0qoM+7vjIVezrHOXb9x2ZFRjOJJ5IcnJwkteclz0vfdsKk6Z5okBVSDsHf65ZOrEcpRUKFU5LZ2VtRap8gs0zHSMkFXbm6JZVKh6P0FpfMcvDf7pjmP7xCP/wuxfy8h0ri8ricpk/XIO/BEn38MfCRqstNpd7OktnOmi7UBdZqgzxVIzqoHlcTNAWZmekROIJoolkyc1PMrFjIIUqOXYMTRFPaqouTCb2zThXxs9DR/rxez10jkwhUnxrw3QCPk/OGcnIVCxvaeR0VtVW0DNqVtvaMwI7YPv/2zv7GDnu8o5/nn27u73z+Xy241zsBCcQXhwSQmoClPIiEtI4tAmFiiZQAS1thEoECJAIoopo+k8JKkhVo6LQRqUIGt6FWxmFgoDSStAYMEmc4MZJA7bPTvxyZ9/r7u3d0z9mfrtz67292d2Zu5nM85FO3p2b2308O/vMM9/f83L1xdFG+ODn4jdF+N97/BnyOeENL4ouBdToHDvyCaTsO8vpSo0zM16BzWibQRet6G/RS2e4yzbDqxHsiT862PmiLZwvX7hpV1E5ByeJrSbpuH7uK0k6xXyOQk7qayPN/NXexzg5XeFVl4168kYPC5OlvKxceDW7wOahcOfEtuF+qrUlJmYXGPVHFP78NxNctmWwPrIwSraPDJxXkfy9x57lFTs3tR3YYsSPafgJxDm52WqNidkqOWkMawhLwXdMLsKvxpilM1jKk/dbJDfSMrvQ8BeDDr/3TpnNrw/th4JDYwj3zhUifPDuXmZbRPiqytGJWc7MVNn3yAnGekw7bKfhn51bvTWyw91lBIuvfnXiHFfEVGy0fdMAz05V6ndTvzk9y6Fnprj+JdtieT8jPObwE4hLy5ypLDIxu8CmcqmrTApvzGEjwo+rtYKIMNxf4OxcIy2z06yiZkmn12lXzTh7Vo/wZxks5dnSJnoul/ItJZ3J2QVmqo3xjtt7yNCB9gNQJmeroTX8Czd62UTBTJ2p+RqjMbUmdusWbuH6u4+dAOBNu8zhrzfm8BNIORjhz1S7vu12Q1Ag3sIrcO0VavXePx1r+E169XQErZGDNCSd9hr+06dn2LmldUqmY6CYbynpuMEfH7nhhRTzsuI6QFhKhZzXLXVp+cLt4pIyVamxMaQ8sq2p+EpVmZ7vvcZhJVzx1ZGJWRaXlC/+5Ne87OKRno+H0Tum4ScQFyF6EX61Xi3aKf3F3Jr00oFGPx13R9FVls5aOPxVsnSePjXDFasMAhkoFVpKOq7Y6NXP38y+D7yWbT20VYDGsJrq4hL9ucbxnJpfQHX1KluHm7jlIvxKbYnaknY9OnI1do0NM9RX4HM/epJzczV+fXqWO298cSzvZXRGqJBPRG4UkUMiclhE7mzx+/eIyEkROeD//Fn0pmaHfE4YKOb9CH/hvOKhsPQX83UHF2daJnjFV0FJp9M8/L6YNXxX3NVO0llYXOLIxBw7t7Tv8VIu5ZlbOL9XjIvwd4yUuXzbhvrM1G5ZqalcvXFaSIdfKnizbZ855/XTiVoua2akXOLjN72Y/z58mju/+TA7N5e54Yre2y8bvbPqt1JE8sC9wB5gF3CbiOxqsetXVPVq/+cfI7Yzcwz25Zmpugi/W4efW5NFW2g0UJtfWKSYFwodvlezhu/uFModSkPt6FtlRuyxiTkW26RkOpoHxDuOTsyxoa/A8EA0jtR9XgtNNodtnBZk23B/fdE26otpK257xSW86rJRpuZr/PnrLotl0prROWE+8WuBw6r6FICIPADcAjwWp2FZx7VInpjtQcMvNGn4MfYucZLOqelKxymZcL6k023TuHb0FXNtNXznEC9apTp2oJRvOTbw6MQs2zcNRDa2b6Wmcmf8CV6bBsM7/As39nPC1/DdrOA48+FzOeGzf3Q13/jZUd52zY7Y3sfojDDfpu3AkcDzo/62Zt4mIg+LyNdF5OJWLyQit4vIfhHZf/Jk+MlBWaRcKnByqsLConat4Q8EsknWQsOfmK3y9Z8d5U1XdJ6N0ZyWWW8a1+PYvSB9hXxbSade87DKBdaTdFpH+Ds2Rdfyt1SP8Jcv2nbTtmHbcN95EX6vradXY2zjAHe88fKO13OM+Ajj8Ft5ieZ6738DdqrqVcD3gC+0eiFVvU9Vd6vq7q1bn/sT4nthsJSva8LdRvjeOsAiS0tKbUljl3RUvR7nd9/y0o7//jxJx0X4HXYJbUdfm8pVaETOYRx+86KtqnJsYq7ePCwKivUIf/l7jU/OkRNadvNcia0b+jk9U6W2uBT5griRHsJ8m44CwYh9BzAe3EFVT6uqu8f9PPBb0ZiXXcp9hXo/lm41/ME+L5tkYclzcnE6/BdcMMRQX4G/f8c1XWnD50k6foQfZSppqZCrp4224sx0OKmkv5hnvsnhn5urMVWpRerwG7N+l8dX42fnuHC4v6N1ErfAOzVfM4efYcJ84g8Bl4vIpcAx4FbgHcEdRGRMVY/7T28GHo/UygwyWMpT8/OvRzvQaoN4kWit3oArzjz8616yjQN3vanjxVrH+Rr+EqV8LtLWvWEi/KG+wqoyUrmUZ3ZhcVlvmiMTXkpmpA7fb2fdrOGPT8513Gff9c2fDEyj6rR620g/q37iqloTkTuAB4E8cL+qHhSRu4H9qroX+ICI3AzUgDPAe2K0OROUS42Pptv+I056cFkecWr4QNfOHvzoe3H5om2UC7bgafjtsnTOzFRXlXPA+2zc7F53cXDNwqLV8L3Xbq62HZ+c52UdNj0L9juasQg/s4T6xFV1H7CvadtdgccfBz4erWnZZjDQJbLTxmmOsl8g5KLauForREGfr+G7qLlSW4pUvwdvPWCmzazVsA6/3om02nD4br2ll3bIzbgLdPAitbSknDg7z54rOyvqGgl0NJ2eryECZVtMzRzJ9QAZx0X4IoRug3v+a3hf6HN+i+U4NfxecSmITn6qLCxFmqEDISSd0BG+P4IyUHx1dGKWcim/6sjBTmiVlnlqpkJ1canjC4uL8Cdnq0xXFhksFSKVy4x0kFwPkHFcA7WRgWLXRSuuJ48r1IlTw++VZucWh6TTrr88dOHwAwu3EzNVtm7oiywHHwKtFQI2j0+GqxVoZuOA9/86N7fAdGUh1qIrI7kk1wNkHOese+lX7i4arhS/ELOG3wulJufmSTpRR/j5FQuvVJXTM1U2hzjertdRsNp2ar73cYzN9NXveoIO35OOxjrsxNmI8Bf8SWIm52QRc/gJxTnrblMyoRGJugg/2ZKOZ+syhx/5ou3KrRVmq4tUa0uhLrCuE2iw+GqqUos866V1hN/dWkGpkKNcynN2boGpSo2hHvv8GOkkuR4g49Qj/J4cvvcak35BUSokHefwF+LI0llZ0glbZQutJR0vwo/WiZZaRvjzlEv5jvroODYOFJn0s3SiGh1ppIvkeoCM04jwu3ci7rY9HRH+8qrSWCSdQPfQZjoZJTlQ9C6kQUlnurKwZhH+2Mb+rtYKXL+j6RjkJyMdJNcDZByXIx0m4lwJ55gaDj/5Gn4lRknHa4/sFUw1U3f4IebENiSdRpbO9Hz0kk7jItiw9/jZzouuHBsHipyd9QqvLAc/m5jDTyiDvhzTy9BnF+G7RdtE5+E3SzqxFF7lWFLqFcxBTvsOP8yibbOko6qxLNo2L2QDHJuc7zrXf6TsR/iVWuyN04xkklwPkHHcNKIwDmglXCQ6maa0zLqGH0MefnHlQeYTM66PTgcRfrUhP9WWlA0RL4Q2a/iV2iKnpis9RfiTc1WL8DNMcj1Axtm5ucw9b7uKm64a6/o13F1CujT8QIQfdaVtm0Hmp2eqFPMSKvJtTst0hW1RjwzM54ScNC5Qrp/9WJejE0fKJU5NV1mMcbyhkWzsU08oIsLbX9FyrEBonGM662fppEHDXx7hRy/pQOtB5mdmKowOlkIthhbzOYp5YdZPy5yej6+/fKmQq0f4x7pMyXRsHCiy6MtZtmibTZIb8hk9k/Nn406mKcJftmgbraTj3qNVps6ZDmcHB8ccuglScXSfLAbm8NarbHtw+A5z+NkkuR7AiITBvjznnIaf4EXboKSzVO9EuXaSzpmZCptDZOg4yqVC3eHHORS8LxDhH/cj/Au7lHSCDt80/GySXA9gREK5VMAlpSQ6wg+kZTodP3oNv82i7ewCo4PhJ0gN+D3xAaZ8DT/qRVvwPjNn7/jZObYMlboeGRh0+Jalk02S6wGMSHAphJBsDT/ojOOYZwuNC0grDf/0dIXRDorcPEnHi+zjlHSCs36PTc53LecAyzp5WoSfTczhP8dZ7vCT+3EHNXznkPsjjvCbi7sctcUlzs3XOmpUFxxkHucEqVJ+uaTTaZfMIMs0fMvSySTJ9QBGJAQnZ6XC4S8u1R1y9BG+0/CXR/guQh/uQJIZCAwyd38fR9RcDAyGGZ+c67hLZpCRgcYFzRZts0koDyAiN4rIIRE5LCJ3ttnvD0VERWR3dCYaveAi/HxOuu6rvxYE0zKdQ44tLbMpS6cbSSaYpTNdqdFfzMVyQfUkHeXcXI2Z6mJPE7U29BdwWafm8LPJqmeoiOSBe4E9wC7gNhHZ1WK/DcAHgJ9GbaTRPS7qTLJ+D9483GJemFtYZL6u4ce0aNs0I/ZcF4uuQUlnan4hlgVb8C6E1doi42e9DJ1eNPxcThjuL3rjDUvWLTOLhPlGXQscVtWnVLUKPADc0mK/vwbuAeYjtM/oEdcGIMlyjmOor8DU/EJD0omhWyasHOEPdxLhN0k6cWW9jA6WOHJmjmP+zNxuq2wdGweKDJUKkU7mMtJDGC+wHTgSeH7U31ZHRF4OXKyq/97uhUTkdhHZLyL7T5482bGxRue4NstJ7qPj2NBfZGq+Fpuk01i0bdbwO4/wB4qFZYVXcSzYAlz3kgs4NjnHgwdPAL0PSR8pFy1DJ8OE+Ua1CgXq7QZFJAd8FvjIai+kqvep6m5V3b1169bwVhpdM1Bykk4aHH7Bd/gxSTrF1lk63Wj4TtJRVaYrtdiyXt60axuFnPDtA+MU88KWofC1Aq3YOFC08YYZJsxZehQINnXZAYwHnm8AXgr80L9NvBDYKyI3q+r+qAw1usNF+MVC8m/hPYe/QGXBRfhRz7RdyeG7CL8zSWfRrwieml9gy9BgdIYGGCmXePXzN/PjJ05xyWiZXI8L7+969c56Z1Aje4Q5wx8CLheRS4FjwK3AO9wvVfUssMU9F5EfAh81Z58Myn1pivCLHDkzG9Dw1yYPvxHhd1Z4BV7HTG/4SXwzYve8dIwfP3GqZ/0evDsGI7us+o1S1RpwB/Ag8DjwVVU9KCJ3i8jNcRto9Ea5mCYN35d0YsrSERF/rm2Thl+p0VfIddRrqBwYZD5ViXdk4A1XbCMnvWXoGAaEbI+sqvuAfU3b7lph3zf0bpYRFU6vTUOEP9xf9LN04pF0wMtrPz9Lp/O0Spf9NFNZZLpS6yjDp1O2DPXxN2+9ipeMDcf2HkY2sOX65zjlUjry8MGL8KcrtUYefsSSDngXkWZJ59x85w7bSTqnpiuoxt+qoNfZCIYB1lrhOU85ZXn4Swpn/IEtUUs67jVbtVboNK3SpTa6/Pihvvg0fMOIiuR7AaMnXISf5F74DiernJqqIBLPukNfMXdee+RuJJ0rLhqmkBO+8+hxIJ7GaYYRNcn3AkZPpCnCd07z1HSFvkIulmrQVpJONxG+S5f8wSGvgNC6TxppIPlewOiJcn3RNh0aPsCp6WosC7bgL9q2jPA7d9hvvnKsPiM2zkVbw4gKc/jPcQZTVWnrSzp+hB8HfYVcvbDLMdVlHv0NV1xY70BqGr6RBpLvBYyeGEhRHr6Lkk9PV2PJ0AG3aNuI8GuLS8xWF7uK8EcHS7z6ss2ASTpGOki+FzB6IpcTBor5VEX43gDzeCSdvkJ+2aJtY1pVdxH6O195CdtHBtjcwbQsw1gvLCzJADs2DbBtuLemW2tBMMqOVdIJpGX2Oo92z5Vj7LlyLBLbDCNuzOFngG/+xW/HFjFHSbmUJ58TFpc0ZoffiPDd8BNbdDWyQPLv842e2dBfTEUevojUe9LEJukUlzv8bhqnGUZaSb4XMDJF3eHHtmibX5al06ukYxhpwhy+kSic441T0gnOtO1m2pVhpBVz+EaiGPYdb9yFV6pewZRF+EaWMIdvJArnePtjknT6i3lUG0NQupl2ZRhpxRy+kSgakk48Ef5I2buDmPA7ck7N1ygVcqnIYjKMXgnl8EXkRhE5JCKHReTOFr9/n4g8IiIHROS/RGRX9KYaWWBDXdKJJxZxBVKnpz2H300vfMNIK6t+q0QkD9wL7AF2Abe1cOhfVtUrVfVq4B7gM5FbamSCeoQfk6QzOugVoJ2ZcRF+562RDSOthPlWXQscVtWnVLUKPADcEtxBVc8Fng4CGp2JRpbYEPOi7agf4QclHdPvjawQ5kzfDhwJPD8KvLJ5JxF5P/BhoAS8MRLrjMwRd1pms6TTbWtkw0gjYb5VrRqpnxfBq+q9qvp84GPAX7Z8IZHbRWS/iOw/efJkZ5YamSBuh79xoEhOGpKOp+GbpGNkgzDfqqNAcILyDmC8zf4PAG9p9QtVvU9Vd6vq7q1bt4a30sgMDQ0/HkknlxM2lUuc9h3+M2fn2TbcH8t7GUbSCOPwHwIuF5FLRaQE3ArsDe4gIpcHnr4ZeCI6E40sEXeWDng6/pmZClPzC0xVaoxtNIdvZINVxUtVrYnIHcCDQB64X1UPisjdwH5V3QvcISLXAwvABPDuOI02nrtcONyPCGzdEF8759HBEhMzC5w4O++9pzl8IyOEWq1S1X3AvqZtdwUefzBiu4yMcvFomR9+9A1cMlqO7T02D5U4dGKKcd/hXzQyENt7GUaSsPQEI3E8b/NgrK+/qVziEhf+1AAABrdJREFUzEyVE2fnAO+uwjCygLVWMDLH5sESk3MLHJ2YQ8QkHSM7mMM3MsfoYAlVePz4ObYO9aVi3q9hRIGd6UbmGB3yFoQPjp+zDB0jU5jDNzKHq7Y9fnaesY22YGtkB3P4RubYVC7VH5t+b2QJc/hG5tg81HD4F42Ywzeygzl8I3MEI3yTdIwsYQ7fyBylQq7es8cWbY0sYQ7fyCRu4XbMqmyNDGEO38gkmwZLiMAFMfbsMYykYQ7fyCSbB0tcsMGKroxsYb10jEzyJ6+5lPHJufU2wzDWFHP4RiZ5zQu2rLcJhrHm2P2sYRhGRjCHbxiGkRHM4RuGYWSEUA5fRG4UkUMiclhE7mzx+w+LyGMi8rCIfF9Enhe9qYZhGEYvrOrwRSQP3AvsAXYBt4nIrqbdfgHsVtWrgK8D90RtqGEYhtEbYSL8a4HDqvqUqlaBB4Bbgjuo6g9UddZ/+hNgR7RmGoZhGL0SxuFvB44Enh/1t63Ee4Hv9GKUYRiGET1h8vClxTZtuaPIHwO7gdev8PvbgdsBLrnkkpAmGoZhGFEQxuEfBS4OPN8BjDfvJCLXA58AXq+qlVYvpKr3Aff5+58UkV93bLHHFuBUl3+7nqTR7jTaDGb3WpJGmyGddm8Buk6KEdWWwXpjB5EC8L/AdcAx4CHgHap6MLDPy/EWa29U1Se6NSYsIrJfVXfH/T5Rk0a702gzmN1rSRpthnTa3avNq2r4qloD7gAeBB4HvqqqB0XkbhG52d/t08AQ8DUROSAie7s1yDAMw4iHUL10VHUfsK9p212Bx9dHbJdhGIYRMWmttL1vvQ3okjTanUabwexeS9JoM6TT7p5sXlXDNwzDMJ4bpDXCNwzDMDokdQ5/tb4+SUBELhaRH4jI4yJyUEQ+6G//pIgc8xe2D4jITettazMi8rSIPOLbt9/fNioi/yEiT/j/blpvOx0i8qLA8TwgIudE5ENJPNYicr+IPCsijwa2tTy24vF3/nn+sIhckzC7Py0iv/Jt+5aIjPjbd4rIXOC4fy5BNq94TojIx/1jfUhEfnc9bPbtaGX3VwI2Py0iB/ztnR9rVU3ND5AHngQuA0rAL4Fd621XCzvHgGv8xxvw0lp3AZ8EPrre9q1i+9PAlqZt9wB3+o/vBD613na2OT9O4OUpJ+5YA68DrgEeXe3YAjfhVawL8Crgpwmz+wag4D/+VMDuncH9EmZzy3PC/27+EugDLvV9TD4pdjf9/m+Bu7o91mmL8Fft65MEVPW4qv7cfzyFl87arh1F0rkF+IL/+AvAW9bRlnZcBzypqt0W9MWKqv4ncKZp80rH9hbgX9TjJ8CIiIytjaXLaWW3qn5XvZRtSGD/rBWO9UrcAjygqhVV/T/gMJ6vWXPa2S0iArwd+NduXz9tDr/Tvj7rjojsBF4O/NTfdId/G3x/kqSRAAp8V0R+5rfCANimqsfBu5gBF6ybde25leVfhqQfa1j52KbpXP9TlvfPulREfiEiPxKR166XUSvQ6pxIy7F+LfCMLi9u7ehYp83hh+7rkwREZAj4BvAhVT0H/APwfOBq4Dje7VnSeI2qXoPXDvv9IvK69TYoDCJSAm4GvuZvSsOxbkcqznUR+QRQA77kbzoOXKKqLwc+DHxZRIbXy74mVjonUnGsgdtYHtB0fKzT5vBD9fVJAiJSxHP2X1LVbwKo6jOquqiqS8DnWafbxnao6rj/77PAt/BsfMbJCf6/z66fhSuyB/i5qj4D6TjWPisd28Sf6yLybuD3gHeqLyr7sshp//HP8PTwF66flQ3anBNpONYF4K3AV9y2bo512hz+Q8DlInKpH9HdCiSujYOvtf0T8LiqfiawPajB/gHwaPPfriciMigiG9xjvIW5R/GO8bv93d4NfHt9LGzLsugn6cc6wErHdi/wLj9b51XAWSf9JAERuRH4GHCzNmZhICJbxRuahIhcBlwOPLU+Vi6nzTmxF7hVRPpE5FI8m/9nre1bheuBX6nqUbehq2O9HivRPa5i34SX9fIk8In1tmcFG38H75bwYeCA/3MT8EXgEX/7XmBsvW1tsvsyvGyFXwIH3fEFNgPfB57w/x1db1ub7C4Dp4GNgW2JO9Z4F6TjwAJeVPnelY4tnsxwr3+eP4I3US5Jdh/G073d+f05f9+3+efOL4GfA7+fIJtXPCfwOv0+CRwC9iTpWPvb/xl4X9O+HR9rq7Q1DMPICGmTdAzDMIwuMYdvGIaREczhG4ZhZARz+IZhGBnBHL5hGEZGMIdvGIaREczhG4ZhZARz+IZhGBnh/wFIe5N/d+yRkgAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAXwAAAELCAYAAADawD2zAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDMuMC4zLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvnQurowAAIABJREFUeJzsfXeYJUd1/bkdXpy8M5t3Ja3yooBACBMMAiMwGX62QSIHG2MDBmOiMWCSccBEy8aAMclIBgwGjEAICZAAoRyQhMJqV9Lmndmd/FKH+v1Rdbur+/WL82bfjLbP9+2381J3vX5dp06de+sWCSGQIkWKFCke/jD63YAUKVKkSHF0kBJ+ihQpUhwjSAk/RYoUKY4RpISfIkWKFMcIUsJPkSJFimMEKeGnSJEixTGClPBTrDoQkdXktdOIaKKDYxWJaH1vWtY5iOiVRHROD483SESn9up4HZy3o+tIROcRUVH9Pa6uA/WoLc8nor+MPZcloq29OH6bbdhARCcs8Rg9vTeAlPBTrE6cQkSfaEAQFwB4bQfHejqAT/emWckgoicR0WuJ6EL178tENKpe/lMAc+p9RETrlni65wH4GhG13beJ6P+SiIWI3k5E57ZzDCHEIoB/IqInt3naTwH4PfW3DeAFImFREBGd3Obx+P1ZAL8D4IdElNHaVwXwXiI6r5PjxY59AhH9Y5tv3wrg+83EiTrm0bw3+kf4RHQqEQ326/yqDQNEdHo/29ApiGiMiLb1ux39hBDiLgDnAEgiIxfAgVbH0IjpLACvVM+ZRHRRr9qpYSOAIoBvqX/rhRDTRLQBwHYA/0FEPwNwHYDLOyHrBPw5gD8XQvj8BBEZRPR3TfrbVgC79CeI6IUA3gCg4WyJiDbHnroYwPNj7xklolzsuecDuEYI8T31lAdglojWKWJ7ChG9iYheAuA1RDTS8NvW4woAiwAeCeA76lyMLwHYptpQNzAR0YeI6DYi+pn6dzcR7ebHAP4TwHlE9IQ22uEA2CGEcFu872jeG2g6+iwXiOiJAC4B8LsA5vvUhhMAfBzAbQD+th9t0EFExwG4FsDjhBAPNnjPGQA+C+ALAHa2ccyNAF4O4AiAzQCqQoi/016fAPB6ANOQHeQKIcR/q9e2A3gmgDKAMwF8SwhxpfbZAoC3QCqQkwHsEkJ8UjvvyyB/21MB/FoIcWmDNl4O4J1CiFtbfZ8Y/gyAra7bOkii+Q3kQOARUQVS7f9ACPHthM//LxHdpv5+iposWADOJKKfCCEmO2wPlKL8EID3KUXJ8AD43PmJyFHP/yGAfxBCfFQ9/wkAP9fJusX5TgJwGYBDkAPdACSh/VMDd+SVAP4l4fnI+YjomZC/7e8IIRIHT/Vdf0xEh2IvWYqgGNsAXAXgVepzYwBeDOAVRPQIAK+BVOQnQs62/kEI8SkAP0380q2RF0J8WJ3r9wEUY+2BsnvOI6I/0O8NIcR7AbxXe98fAzheCPE3zU5IREMAtggh7tServsNVZ95lRDiX7Wnl+XeaIS+EL4Q4hdEdH8/zq21YRcRfRfA8f1sh4a9AN6t/k+EEOIOIvpJB8f8MuRUeREAiOgSInqGEIKVwmcA/LEQYoGIHgfgEdpnPw/gpUKIB5RCu5OIzhZCLKjXPwPgvUKIfUR0CoAXap/9JwCfF0L8jCTz3ERE1wshIoMUEb0McrBoC0r1/AhyIHEhSeLHkIPgsBDiUiIaAOCqv08DMNvgcHuEEOertt8nhBBKSf5vI7Inoo8AeDaAmRZNfRGAr2qPzdjr/PhMAFeR9LKHABwnhPjfFscOIITYAeAUrX2fAfARIcR32j1GHET0KshZzwVCiFqTt34EwCVCiA+pz61PGhyI6EuQ9wPjtZCzkNMB/BBS9F0MOUi+qtt2a6ipAevX6vENAH4qhNjfxbEG0Pq3BoA8gF8SkS5aBgAcHxtscgCOI6KvCiFY6C7LvdEIfSH8FImwAdzaxhSwEzwO8sbhm/92AGcDuBzAswDsYwIXQlwLOcNgBDeXEKJCRNOQ0/sFNdMYFULsU6/fC+AftM9eCTVzU0S6E8Bx0GYlSpmbAB5q98uoTnu2+rypzvNWqGl6AzQKBLJSsgF8i4he1Mb53wPgPe22V0MGwJuJ6A/V4wkiehqALwK4E3JWMA7gXV0cGwCgBuxRIcR3iOgZAJ4vhPjzDg6RI6J3ArhFCPGlNt5/N4Dva48vIaLP6IpZDb5/zfeJGvwvFkKUiOiTAP5KCa9x9Xoe8rc8BdLmIADPAPBZIcQv2vweAsD9kDECXz0+SERvgLRFLABPFEJ8rI1jjaHe6hoE8LTYoOpC9t3ztfc9EsDfCiFeoD13PIB/0cgeOAr3ho5+E/4jVEcbAjAI4K1CCI+IngfgUQB2Q/pYnxBC7CGiswF8HcAblHrcBumr/acQ4ktE9BoA7wPwDgAnQZLMr4UQ/wkEN9y7IUffOUjv8pD22psh7Y8aJLF8WwhxgyKnlwB4HYBXA9gC4ARIVXsugCeodn1OCPFBInoupF30F0KIH7a6CET0VEhi/kvEZhxEZAP4MIAKgBKA0wA8EHvPmwG8TAjxmNihnw7gLu3xmZA+Jr+2V3W8orpef62IH0KIQJWp675PCLFL++yDRPRhAGvVZz/JnqwQ4ovaZzdDdpxfas8RpNX0Ecjr2Q3+GJI8ZolIAHihGog2ABBKqR6vnzcJQog7iWgY8l6Y7rItrbAb8vu+DMDHIGcmC0KI64DA5tgOIFGFEtFjAXwb0mLZnfD6Jkgr4sXqKQeapaDu3xkhRKPZDiBJ5RNJqp6IXgqgHLM//kN7fTOAobh1pmaOjyKi84UQX1dB2ZKaeW0CsIOI7oHsc4MAroYUCi9Wz/1cCPHEJm1OhBDiXiL6F8iZBIQQPhH9GaTQ2QTg6UT0cbZHSAZ6vwnJQzpOBDBHRK/UnjsOwFYiep4Q4gfqOa/TNmpY0r3RKfpN+OcKIT4AAET0KchOezuAlwghLlTPr4WcHj9DCHEbEd3AHxZC7CSin2qPv6imtXuFEN9QKvAOyEEBkBd1SAjxLnXsvwQwrF57jDrHM9VrtwP4KKRSehDAR0mmu70YwD8LIb5KRFNCCA/A1Yo4uUPdBuDv2yF71e6rIKdvf5nw8rsg/fHPatcpjhsBZBOO+yv+W5FhTgjxY/XUNgCPB/BcIcR+5Qd/B3JQ4M9Y6ho8DsCF2qG3QSqv5wsh7iKZVXADEV0hhChrn38PZNbIa2NE8nIAX1PqP/miNAERbQHwNgDfI6J7IZXgd4QQb1S+q6sEwN+q10BEZ0LaUIwTten2OOQ9YgE4Qz2fg5wZva0Hs649kB37ZerxotahXw5gEsAnIK2vD0MKjQXt8w8BuBTA4fiB1T1+uWr799X1HIFUimeot50K4FcA/kB9xoC0woYhA5wnQdpirlLbUwnf4QARfVcJsn8A8Fjtta0AnJh9cR7kjLICoEwyLsJ+//shr/ltkAJmE+Rv84eqP/F3S2hGMojo8ZCzzDO1dpwGKZYAec13EJEL4JDuhQshqkT0OshBsaId82pI8ZgXQjSLKSwlkLrUe6Mj9Jvwv6n9fTVkmtaTIW9uAIAQ4hARlYno0UKIm9o45qQQ4pfqsx5FMwReCeCvtMfTUIQvhLieZFrUEOTNfAbCwUDHnco7hYgGX74GSRqfB/BcAP/dRlvbwSsRzUapU6Hq+zZUsiSDs38K4KXa03kA32RvU3WGeSI6WQhxn3rOBfB2Nej+FxG9Qr0/D+AnQmbLQMisgusBPBEyS4Lb9RE1QH2diN6t1PQ2SEJ+oPNLEaixV0OS0r9BEtcfNvmIqdryG9WB9qn74nZ9Cq6OzR7++fWHWRJejFChPRfAEMkY1osATAgh3q7OPwep8t5GRM8UQuxVbd+P6H0bQH2X1wK4BcAmZZGcD0meb2zwGR/A0/gxSe/5OUKIGZJZSlcJIQ42+jJCiHfqj0nGlV6hWTdnQyYWPE6pev29rwXwFchAPQcqa5BiySSix+pCpQNcCykuvgk5s76LZPyAZ5RNB20Riz8oEbNZCPFrInobmgeRDQCPjA14jTz8I7HPLune6BT9JvyS9vcc5NR/CJI8deyHVJXtEH4cukzYhMbTZgMyW+chAP8D4D7EUswU7kj6vBDiABE5ilxHhBBJKqkbjAoh2gkcJYKI1kCSxdt19QJ5veNT0cMARmPP8aB7BaSl9QH1WbvNzy4Q0dcgFfmrATwVMg7AM4a1AJ5BRGuElgXU4LtYkNke/ww5G9uh7AYTjS2dm7W27FbHKUAqW5D0dq8SQvy22bmXCAfSVz4H0veuQs6QygBepQgaANZDqvX3CyHatpeEENepQflGNcOZBoIg94sAfLmDe+i7AD5NRK8TbWSEkMyEuY7JXuHvIe3BONkPALgHcub0TmU1/US1dyvk4D1LRBcJIXRuaAl1rmlFjCdq1xSQdlGcaFvhjyBtWkDGAM4WQtzW4L1ZSOX9Gn6C5LqG94uoh78VwNtjn13WeyOOlbTwagTAPkh/ek3stXGEwZOlpCUdRL1Px3g95JTuE0KItgOJMfwXJCm2zAPvAHMkffyOoTrYuwF8gMmeZDAJkNPp+BqEYQAPqvd9i4hO1F4rI5zxtPrsxRTNVQ4+K4T4ghDiUv4HGUO5vBXZK2wB8B9CZh2ROt61kLbBW5Qy/xiknXY+5DT5+oTjnAEZEANkJ7uy22vcJuL37KIQ4muQU/kvCSHOV+39ewC/6bRDK1vnK5DXIAgmqpnB1yAXYr2g0ed1KKL9PoBL1WyqFTYCmCSi15NcPfs6AAeFEFfE3yiEWBBa8FUI8aAQ4mTIBIIfqevw/E7JnqHE1m7IVNWztJc2QwaZ4+9PFLwkA7NvgYzDATKF/G+VUEjCPp3sG0EI8ZAQ4k2xp5f13oij34SvE8pTIZX1ZyGnZgCCi19AqO73QnZ8/sGe2sH5/hdy9GQ8DeEM4CTIAYfBy75P6+D43wXwRkSzF5aK70IGSXlq+nuIZZ4Q0ROI6B0Jn/0bAB9mX1359Ly68SsAnq1sDB4cJoUQB9Vs58mIqvgnQv4+gPT6z+ABQb1/FDKWAEjPX1/k8yRE7btI8/XvQ0QfJKJ7kjqXEGKX5qeb2vO/EULw8YPjCSF+EZ+qKzwdKgtJDe7/gRZT/nZBRGuI6DKSGRkMG9LTPh1yAP4jpciTTOq6Pklymf4/J10Tde0/BuAfhRBfjb8uhDgMGTP5KBEl2kIJ+CmkCv8VEV3Q7I1CiC8Kuf7iKwAuAvDXAAaJ6BXKHm0XA0T0B0R0kbo2dWh2byg8GnJBlyeEeL32/O8C+EHC+y9MeA6QsYB3CiGOAIG1+XnImFHSLDZp20BCe/y6pHujU/TT0rkdwDbVMdYBuI29dyK6imSK2B7Iqd6rtYv6BQBfUgryCKSCO4+ILoMk8AkiukAIcYW6WSeI6OWqM1wM4O9JBj9KkLbNqSQXYX0CcsFKAXKatQCZ0vUUIipBktY5kFkGmwFcKmLBPCHTF78gwuBUWyCZpbNdtfU1AO4QQrAyfZ9q83mQSvZ6AI8moh9o5zkXcgr6j9oxHwGZpfAyCoNfa6FWlQoZ8H4tgH8lomsgZ1FvUq/5JFcovoSIDkDOuP5HhLGRWZKZVB8lGdgagbSM2CJ6qTrvSZCD9U4hxCWx77wBMqf9HMg4wSfVd/4+5ArP9Wi+uKzRvWugScdQA9vpkBlCjA9CppyuQfKCmXEAv4C0Hqrx1xvgLQDeon6H9wL4P0jFeLnmXRuon7Z/JuFYWyHJ6ZPQbFB1r/4ZZLbSjkYNUTGWiyDV/j83eBuRzF9/NOQCvI+TDIhfQkQPQMZmLk2yNRRB/RUkSW1X/78awM0kF9b9tUjIECIZSH8lZKLATQBuFA0WHSq0ujfOg7wnT4RMd9wAOZCfC+Bz2vtYyFyAmH2seOdHQoiIaBNCXKZ+y9uJ6G8g1yA0W6fQ9D5U5+rFvdEZhBDpvx78gwzIbALw8n63ZTX/gxwgvtvG+25v8PwbAPxpk8+9B8Da2HM2ZAbLHgD/tAzfabzB88+BXLzGj1/Ryf0DuVDO1B6fB7mS9mYAH0x4/3EJz1mQA9lNkIHX+OvD6pq9BUBGPUeQufIvhcwiexdkwDj+2SHIRIZ3xJ7PAvgZpMj4EICC9loOwJ9AJhnc0u69ARmveYr6O6+uww2Q6btbtPcNQHrmN0IKvvXq+VHIQevsFtf85ZAxrK8AGGjyvsdCEnhf7o2G5+v1zX0s/oNUhvsgVxRa/W7Pav6nOvvGNt53cYPnXwYZ0E16bVOLTnq8TqBH4btOAMhqj5d8bkWmH4JcedzuZ96ok2Ib7z9ODTb5LttYAPD6Jq9nIGczb2r33ogTpxrIsgDWtNGeIuQah7Z/tzbeczIPQCvl3hBCgNTBUqRIkSLFwxz9DtqmSJEiRYqjhJTwU6RIkeIYQd+ydMbHx8Xxxx/fr9OnSJEixarETTfdNCWEaHtXNx19I/zjjz8eN954Y+s3pkiRIkWKAETULHW1KVJLJ0WKFCmOEaSEnyJFihTHCFLCT5EiRYpjBCnhp0iRIsUxgpTwU6RIkeIYQUvCJ6IvEtEhIkqsA08SnyaiHUR0OxE9qvfNTJEiRYoUS0U7Cv9LAH6/yevPhKwbcTJkLfh/W3qzUqRIkSJFr9GS8IUQV6P5bjHPB/AVIfFrACOq9G2KFClSrCj84r4p7Jpa7Hcz+oZeePibIHdnYexRz9WBiF5HRDcS0Y2Tk5M9OHWKFClStI+/+uat+Pw1zbZZeHijF4SftDNLYglOIcTnhBDnCiHOnZjoamVwihQpUnSNUs1DzV3KLqmrG70g/D1QWw4qbEZ0q8AUKVKkWBGouj48/9gtCd8Lwv8egFeobJ3fATAr5ObJKVKkSLFiIIRAzfXheMeuwm9ZPI2ILgFwPoBxItoD4P1Qe0IKIT4LuUP8swDsgNxv89XL1dgUKVKk6BaOJ5X9sazwWxK+EOKiFq8LyH1EU6RIkWLFoup6AAD3GCb8dKVtihQpjglwsPZYVvgp4adIkeKYQE1598eyh58S/jKh6nqYWqj2uxkpUqRQqDqpwk8Jf5nwhWt24dmfvqbfzUiRIoUCK/zUw0/Rcxycq+DgXBX+MXxzpUixkpB6+CnhLxvKNZkRUHa8PrckRYoUgJalk3r4KXqNilITpVpK+Ckevrj63kl87ddd76l9VFF1U0snJfxlQkUp+1LN7XNLUqRYPnzjxt347M/v73cz2kJq6aSEv2wICT9V+Ckevqi5PlxvdRBoqvBTwl82pISf4lhAzVs9tWlY4acefoolw/V8fOKKezFXcQAAFZXzW04JP0UD/OOP7sY3btzd+o0rGKupGFktVfgp4fcKd+6bw6euvA/X3DsFIMzOST38FI3wg9/sx8/vXd0bAUnCXx0EWk09/JTwe4X5iiT2RUXwbOmkaZkpGsHzxaq3F1aXpZMWT0sJv0dYqEorhy0ctnRSDz9FI3i+WPVqs+b6cH0BWTS3P7j4pzvwv7fsbfm+YKXtKhmglgMp4fcIrPBLAeHL/xerqaXD2Dm5gCf+w1U4MFvpd1NWBDxfrHq1yb54P22d/7lpDy77Tes9l7iWTq+vuecLPO3jP8cP22hDv5ESfo+woIi9HLd0UoUf4I59c9gzXcbOqYV+N2VFQFo6q5vww1TH/qlmx/fbsk5Z4fd6VlWqudhxaAH3HJzv6XGXAynh9wgLmsJ3PD9QEaXUww8wU6oBAErV9JoAUmn2kyh7gaDksNu/gctxRaDem2G5snR40FsNm6OnhN8jsMIvOV6g7oFU4es4sqgIPx0EAQD+w8TDB0Li7wfcNhV+dZny8FPCPwYxH1g6XhCwBZYvLfPin+7A/92+b1mOvVyYKcnAdimNawCQSnO1pDQ2Qm0lWDqeiIisRmBi9gV6WsV2JQx67SIl/B4htHTcyM23XFk6X732QXzv1t4T/ru/fTuuuW95csOnlaWzmM56AACeeBgo/JVg6XhteviaAvd6mFXEVThThX8MIbB0astv6QghMF2qBZlBvTzuJdfvxk/uOtjT4zKmU4UfwWrP0tHTSvtq6XgiMqtuBCZmoLeBW44fVFPCP3bACj9u6Swug6VTdjxUXT8YZHoFvmGPKGLuNWZShR9AKHXvreKgra5o+2XpCCFQ8/y2LB29vb1cLJZ6+Mcg5jWFz9NLy6BlUfislOcrvSVm7jRHFpdnL162dNJyE9JHBrCq0zIjBNonS4eVeluEr5F8TxW+mjmkCv8YQrDSVsvSGStmlsXDn1bZLr1W+DwzObK4PAp/Wh03XX0cEs5qtnSqXvg79svS4aC3DIA3b4OeutnL687HTYO2xxDmE4K2y0X4nO0y12MPfzkVfk2zoFKFHxL+ag7a6hlG/SpX4GhWUiuVv3wKny2dlS9kUsLvAYQQkYVXbOmMFjJLKp7W6KZka6Tm+pFA1FLBbZ1edHpeG2WmXAv+XjyKC69KNRfP+tQ1uHX3zFE7ZzvgLJHVUngsCVFPvD8Dl26Jtepry+Xh17w0S+eYQlUVkDINQqnmBVO8sYFM12p2erGGsz/wY/zojgN1r3HwEwiDxb0AK6Sa1/uA8IwWCD6aCn/fTAV37Z/Db/bOHrVztgPPq1f4v9wx1dP88OVGhED7FLTVibvVats0S+dhQPg3PzSNe/tcw4LtnPGBDDxfBJugjBUyqDh+VzfXnukyFqouPn3lfXVqe1ojz16mZurZRdNNfPw//vKN+MyV93V0bI475GzjqCp8DpqvtFRQVvjsJd99YA4v/cJ1uGbHVD+b1RGiQdv+E347Cp9I/t1TDz/N0jl6eM937sDHf3xvX9vAanjtYA5AWEJgrJgB0F1NfLZA7to/h2vvP4wHphbx07sPAQgtHf3cvUBFU0CHm/j41+86jBsfnO7o2DxIbRrJL9seAbuPlPDrnYcjz/FsYqWlgnIaI3vfPFPjgXE1oKYFbftl6ejnbenhuz7ytglgebJ00qDtUcBc2empj90NuLOuHcwCqCf8biwMtkBsk/CB79+F53zmF3jNl2/AQtWN2CNzPUzNrGikqA8qOqquh7mKi4NznZU45uNtGi0sW8noz129E2+65JbIc8HOYytM4bMDwkqTiWt+hbWzGaorIA9fDxa3SoGuuj4KGQtAj/PwnYeZwiei3yeie4hoBxG9K+H144joSiK6nYh+RkSbe9/UZCzW3K6nZ73KLJhXKZlrh0LCz5gGBrLy5uomF3+mLI950Xlbcc/BeZgGQQhgz3QJRxZrsE05N+2ph68r/IVkwufBbHK+s0yegPBH8suWlrlYc+uIPbB0VljBNibIMD1TPl5N+yfoBNcvsoso/BZtqLk+itnlUPgPI8InIhPAxQCeCWA7gIuIaHvsbR8D8BUhxFkAPgjgo71uaCOUql5XP979kwvY/r7LcfeBuSW3gUl3Qlk606UasraBQkbeXN0Q3KwiyLc/41R86sJH4nMvfzQAYPeRMmZKNWwayQNYRg+/gcKfmpfPH16sdaSSZkoOspaB8YEMFmvusuyQVHX9uml1aYV6+LrCFyKsi79aCb9/lk4HCt8LLZ1eevh8zz0sCB/AeQB2CCF2CiFqAC4F8PzYe7YDuFL9/dOE15cFNdXBu/nx7to3h5rn4+79Sw/4hh6+VPiHF2vI2ybySyD86ZKDYsbEYM7G8x+5CSetHQAgferpkoOta4oAervaVvdAGy2+mtK8/amF9lX+9GINo4UMChkLQqCt2iedourIDbV1AcDKfqV6+IBUm0xcva6PtJzQB9e+WTraeZtZu0IIpfDlrHupCv8ndx3E1697SJ7XeXittN0EYLf2eI96TsdtAP5A/f1CAINEtCZ+ICJ6HRHdSEQ3Tk4uvSIje+P68uq3/vetbW2ht2+mDAAde9FJYMJfN6QU/mINOdsM/MKuLJ2Sg5FCJng8VsygmDGxe7qE6VINW0bzkXP3Aux3jxTshouvdKvn4FwHhF9yMFKwg1nPctQYSqpayDuQrbTFXr42w3G1ImqrVeH3S93WtJIOzfoZD058/y3Vw7/0hofwhWt2AtAsHc/v696+7aAdwqeE5+Lf6m0AnkxEtwB4MoC9AOruXCHE54QQ5wohzp2YmOi4sXGwamMvftfUIr59y15ct0tmajx4eLHh5sZM+Ic69KKTwKpsnfLwZ8oOchFLJ7kTu57fcHCaLdcwnLeDx0SELWMF7JpaxHzFxcRgFlnLWBZLZ/1QrrHC11T9oQ4Gy5kSK3x5TZajxhB3PF3plWsrczN5fVaqlwVYjoFwubASLB23zZW23Fa+/5aq8Es1L7indGW/0jN12iH8PQC2aI83A4gUYhdC7BNC/D8hxDkA3qOeW/aVLuzLurFl6vwDXHrDbrz1G7cmLmbZOyPJqh2FL4TAnfsaf535iouMaWAkn1HvR1uWzv/dvh/nf+yniapuRiliHZtHC7hjr4w5jBYyGMzZPc3qqDoespaBNQOZJgpfI/wOBssjpZqcpagp9fIo/PoFMCVHKfwVtq2iTjieF26EsmotnT4RXXSlbeM28D1RVLPupXr4kvBddWytptAKt3XaIfwbAJxMRCcQUQbAhQC+p7+BiMaJiI/1bgBf7G0zk8F2hhektkU7fLnmwRfJGRqdKPxr7z+MZ3/6F7guluMdtsPBQM4KCB4AsrYZ3FyNCH9qoYqK4yd28pmyg1HN0gGALWP5QGGPFGwM5qweK3wP+YyJsWI2srgr2uYaNgznQNQZ4c/ELZ0uCfht37wNX/31g4mvBV6qo1s67OGvLCL1IgrfDwhztVo6/SoRoQ867Sh87qPeEmckZa2Ein6/rXrCF0K4AN4I4HIAvwXwDSHEnUT0QSJ6nnrb+QDuIaJ7AawD8JFlam8ETKR1Cj8WRElKXdw3Kwm/nfTCSUWyP0woc8DHH8haAZkBcYWf3InZx026SWZKNQzHFP6W0ULw91gxg8GchYUeBm3LjoecZWKsYEeUvI6phSrWDuWwppht29LxfRFYOqzwu/XUr753Elf+NnmDlppXb+kEWTorzNLx4pZO4OGvrHY2gz6TcnqY9dIJ3DYXXnEf4/tvqUHmkuPC8USQOBKcZ4VbOlYJu4j7AAAgAElEQVQ7bxJCXAbgsthz79P+/haAb/W2aa2xGFP4bszS4Y4/X3GwfjgX+dxMyYFpUFuWDpPFFXcdxPufux1E0bDGQlUSPqd8AYh4+I38ar434tkFQgipiPMxwh8LCX+0kMFAttcK30fONjBWzGKu4sLxfNhmVBMcVgrf9fy2Ff58xYUv0BOF73g+dh8pJb6WVNMkyMNf0QpfhCtuV6HCz9vmiiit0IzwqzEPf6mWDseGylrtLKB1PZ9+Y1WvtA0VPi9Tjyl8dfHjPvd+pe5PXTeIUs1r2cn4PHtnyrhrf33e/nzFxUDOgmEQcra8pDnbhG0asE1quOiHFX48nWux5sH1RZ2Hv2UsH/y9XJZOzjYxVpTnTcrFn1qoYnwgi7WDWRyab0/h33tIpr5uGSsENlfZ6a7djiewZ7qcmA2RFLRlou+2ptFyIe7h8727qgjf82GbhIxl9M3SiRJ+4zb0OmgbZH85btTDX+EKf1UTPncON9gEIarw+IeIWzocsH3k1hEArQO3HBwmAn58Z72dsFB1MaimipyKyWo/b5tNFD4TfvR1roY5EvfwR+MK3+5xLR0fWVt6+EB9ATXfFziyWMOagQzWDuZwqM20TI59POb4sSUr/Jrno+r6gc2mI9h5SPfwnXryXwmIe/iOttJ2paf2MWquj4xpwDaN/lk66rx522xao4nr/uQ5aLsED18IEa7vqMrtRg016V/1Hv5KBndg/tEDhR/L1oirYA7YPnKLJPxWxFVyPNgm4dzjRvHjhA2+F6pS4QMh0efU/4WM1ZBowpiDbOdfXHIL3v3t24NaOXFLp5i1sKaYQcaUdtFgzuptLR3HQ942MKoUfryA2mzZgesLqfCHsphaqLallK7bdQSnrhvEWDGDwhI8fF48A8gVx3EkZenog+1ypIJ2Cy+eh6/t3LQaFvAAktxsy0DGpL5bOgM5q7ml43CWDls63be36vrgn69ck4Q/mLOD15pherGGt3/zNtw/udD1+ZeCVU34rBLrPXz5PN8AvP0gY99MGQYBZ20eBoCW1kS55iFvm3jSyRP47f65ukwKDtoC4ZQxJHyz4SrPuKVz36EF/GLHVEj4MYUPAJvHChgt2iAiGbTtoSJkS2dNMVoEjsEDgFT4WfgCDYO7DMfzcdOD03jstjEA4YDYjcLXfdc901EfXx8MkoK2wMpabRvJw/dEJK1xtdg6rPAts5+WjryOgzmrqcKvBguvlp6Wqd9TpZqLquNhUAm+Zgr/qrsP4oJP/BzfuWUvbu6w2myvsMoJny2daCGqePAurvD3zpSxfiiHDcPSE9cV/v7Zct1iqMWqi2LWwkZVvyYerJzXFH5I+PLS5jPtWzpVx8PuI+VgBhL38AHgnC0jOGXdIAB5kwvROyKrqCydNQNyoIkT/pRaZSsVvgyCtwrc3rF3FqWah8eeIBdemwYhb5tdKXydVPZMRxW+rqwiefg1L7DbVlLKo54W6GlZOsDKamcz1DwfGUvGqfpl6fA9MZizmwZMe+nhR23CuMJv3Bf/+tt3YDhv4/tveiL+6NwtDd+3nGgrS2elgokuXnEwmNo7yZkP+2bK2DiSx1DOQs42Igr/LZfeitmygx+++XeDbJySyk+fULVyJuerOGFc1rKZqziouT7GlBrPxxR+sZmlE1P4PCO5/oEjAOotHQB433PCunUDWfm6PsNYCjhLZ7SQAVFI8AxeAzA+kA06jrx2ww2Ped0u+V0ec8Jo8Fwx23jW0wyO21jh68GyuIe/ZiCD+aq7olIzdUvH0fLwgVWm8C3l4ffJ0uHrNpSzImXD4wgWXqlqmUvx8Mtafy7VPNRcPxAVzRT+fMXBs8/agNM3DHV97qViVSv8xh6+F/m/3sOvYONIHkSEtYO5SE2YBw4v4u4D87j5oXDKVaq6KGasoPyxPkDsnFwEgGAAiAdt1wxkcP/kYuLI78dmJFze9XpFkvE8fAAwDIKhIkQ8jexVATVeeGUahLFCps6u4To6awYygcJvVU/nup2HsW2iGGwOA8hr1I2frpN63MOPpMbFsnTGB7LB33FML9b6oqgjWTq+iJQm6GXJ6+VEzdOCtkfJ0pmJZY7xdRvINvfwQ4W/9Dz8OkvH9UNLp8l14BlRP7GqCX+xRWkFTtPSO5DvC+yfLQf2jJ5eWHPD3PL/UpXwAPkD5zMmJgZChc+4/5AMvpyoqlnmY5bOSx67FZPzVXzrpj117Y/n4fMN+9CREgoZE1nLrPuMDraRelVeoex4wTnXDGTqqmEeXqjCIJkhNK5sn1Ye/q27Z/CY48YizxUyZlckq5PK7pjC10mef3/fF6g4vkb49YRw4ed+jQ9+/66O27JUeDEPX/9uK21VcCPUXB9ZZelwH/zXn+3AbxNSl3uBmx+axqM+dEVkHYbj+bCUTdg0S6eHefj6fbRQdVHzfAyp2Xgjhe+rQT1jpoTfNfSgrRAiSG2rOFGFr0+R5yoOHE8E9sy6oVxA8gfnKhACGC3Y+MHt+zGrpoilmodixsRoIQPLoAjh75xagGUQtqpFUcWYpfPEk8Zx9pYR/NvP7q9TQXrQVggRUShJdk4cQ4HC7w1BVB0/aPf4QLZuE5TJBVkPxzQIWctsWbyt6nqYLjnYNJqPPF/ImF3ZK3z91g/lsG+mHCHNJA+fN3QZH5SDU3yQ2TW1iHsOzuNADyqmdor60gqawl8lq23Z0rFMAzVX2lL/+KN78IPb9y/L+fZOl+GL6Azb9QVs00DWNpvm4TMXsMJfSmkFfXbKNlKroC0r/1ThLwH6FN3zRZ3C5//11EX2jgeUlzcxmA2CthwI/LPzT0TV9fGdW/YE5ylk5MKq8YFsJFB5/6FFbB0rBCtS+YZi4iQi/MVTT8Ke6TK+e2uk5lykvY4noIuO4YQMnTjYw++FpeP5AjXPD2YmawayOKyCtg8dLuGNX78Z/3PznqAENAAM5e2maaEc9OUgMKOYtbpSsdyZtk0U4Xgisn4iutoxWk6Bs47igwzvEdxvS0eWVvBhKqtutQVtM6YB1w9z051lqo3fqHaNZUqF30m1zKUofH0mwRZTK0uHn8+mhN89dOXuaj5o1YkqZv19HHDhBRhrh7JYqLpYrLpBdswF29djTTGDew5Ku6ZU84IbZe1Qtk7hb5sYCB7Hg7YA8NTT1mLtYBa/2jEVaX8QtHW8QI3yJiqjCf59HHyT9cLzZQXE7V5TDC2dr133IH54xwFc9Jgt+NSF5wSfGcpZmCs3PjfvjsWWCqOQMbuqXsmdZtuEjJfomTpJlg4rsfHBBoR/jyL8PgRzk1ba8qxu1Xj4wcIrguP5wfXWg+u9RDBzj228kjEN5GyjLcLPWAZMg3rm4U8HCl9l6TSYZejn7ydWNeHrF14q/DAP2/VDxax3ILaB2HphK2bX1GJA+BuGcxjW1KtO+BOawvd8gQemSjhRERAAFLQVtgwiwsRgNtinluFrCp9vFF4bkJSSGcdAzNL55Y4pPPpDV3S1GIs7az6wdDKYr7ioOB52Hynh+DUFfOD5ZwQ7bwHyJm92Lt4dK074xYwVlC3uBDygbxsPd/9iJFk6fH+MFmwQRWeEpZqL63bK4HhfFL6IWTq+HwTpV1uWDls6fL2XK4DL96hOqq4nAoWv7ysQB6+GtQyCZdDSFL66jwwKy49wllxDhc+En3r43WMxpvD14mk6AegdiG9KVuKcIvXb/XPYN1vG+EAGOdvEYN7GnCLocs2LzAhY4e+ZLqHm+YHi1I/L1ghjpGDXZRjolg6rk7M2y9W/w/nWls6gqtDJlT+vvf8wDi/W2i55oIMzhHRLB5C2zJ7pcqRwG0NaOvLa3rp7Bi/67LURf3Nqngk/+l0K2e4UPnfmE8aLsAzCzqlwtWItQvjy2Dz1LmRkqWp9sdevdhxGzfNx/JpCX0ou1G+AIoIV1KvL0jFDS0ddx2UjfPV7xqtTWoYRzEwbqXy2n4gk4Xfq4d+5bxZP+djPcHihGnDIWDFb5+E3WmmbKvwlQggRWVTjen6ktAL/8LZJkcAiF+3iIl7HrykiZxv47f557FXpmgCkwi87cDxZ/rSoKfzDi1W4nh+kZJ6oWTrxtEzGSD5Tp/DDPHwvIKnjx4vYvmEIZ2xqnatLRNg2UcQOlSnEBNhNyiNfL93SAWQq5u7pEjbHAq+AtHTm1Xe6ftdhXP/AkQgJcwwgSeF34+E7mg+7baKIew6E+xFHFL7DCl/Zd7alAsXhOa++bxKFjInzT13bF0Wtb8rjqWqZtmlgIGutLoWfYOksVwGx0MMP72/XE8hYBnJcmbYR4au2AlCWTmeE/5O7DmHX1CLun1zUYkOZQOHnbDnwpUHbZULVlZuXczqUpyt8xwsIYHxAevTcwVjlsUVjGoRT1w9JhT9TxsbhkPBny07djGBiMAshpPLlehi6h3/q+gGsHQxXojKGC3aQ9cPwIwpfKWzLwGVv/l289LHHtXUdTpoYCAYe/r9ZelojMOGHaZmSpB84vIiZkoPNo40UvvxO7GXunwkDqVPz1UiZaEY+Y3ZVvZI7jW0ZOHX9EO6OEH5jD7+QMVHMWhEL8OBcBVtGCxgtZPpSSVMnHMeT965l0qoi/Kpm6TgRS2d5rmVS+WtOy8wpIm3koVddD1klZizT6NjDv3W3XJczXaqp9GUDxayJaSVqspaBjNWE8FNLZ2ngm4v3fXUjHr4fqADOEGFFGZCAtjL19PWD+O2BuWAFLqACkhU3UIW8ccLEYFhS4P7JRYwUbIwVQ8vi0ceN4fr3PC2yHy0g0yxny06k7g33C31GkrOb597HceLEAPbOlLFQdbFzalFdm84JIzy/vCV4zcHte2YAoIHCtzFXlrV8+MZnewmQCn98IFu3fwDv5NUqhz8OvdOctn4Qe6bLQYYSd/TBrBWQf0kj/Hg5B15VzCsvj3bue1Th+7IQmWHIDKZVQvg111N5+LJaJguN5Vp1G8wgYnvp2qYRCLJGYqeqKXzLoI4GeCEEbtsjtzidKdVQVjG9QsYKAv4ZJnyv8fn5ff3EqiV87hRDeZVXG6s4yJ2d7QS2dbhjFzRiPX3DEGZKUs1vHJGEzgo/PiPQyyvsnFyI2DnNMFKw4foikhGir7QNFH6nhK+CqL+4bzLoCN1ZOvKz+gphQHrzABIV/mDOCsoV89R270xI+FML1WCmEGmzumZsRbULVo62InwAuPegVPncoYbydp3Cz2dMWc5B8/ArjlR8wQ5cRzn3Pe7hrySFv/tICb+MZZQlIVJLR8/SWW5LRyN815c1+XNWCw9fLRIDJOF3Ulph95FykGI8rXiikInucJdVsYyWWTqpwu8OTNxDuVDh652IA65M+NyJAtWXjRI+YxMr/LwNzxdBaiJ785w2uXNqEbfunsGZmxrXkdHBG5zrgVu9eFpcYbcLzprR6/R3s6gpPsMoZEzkbAO/2SuVzZYkha9mMXMVJ7B09umWzkINEwP1wWdu844OS8Qykdgm4VRF+GzrsKofzFkJHr5ZV6a64spFZtxpjzbJ+nqWjqqWaZlS4fd74dUXrtmJN3z95pbv0+vhu14ospbbw4/vpWvpCr/Bvc/2EwCYZmcK/5bdYZkVaem4yGfMGOEbyNpGyzz8VOF3CVZrw4GHHy1ANasIn5UqK/xSzYVpUGSkPW3DYPC3HrQFws1R4gr/kusfQtX18ZyzNrTVXk650ws86cXTKm53ls5xawowCLhSLSICuvXwozMMIsKaYhYVx0feNiO2FYNX+s6V3cDS2R9T+PGALQCsG8piIGt1rPD1TrNpJI/BrIW798cUfs7WsnTC+inFbHR1b1X5sANL3GO3W+gKk7N0bIMwkO1/ls58xcVczH6Mw/V8+AJB8bSa5y97lk58Bb08l5AKXwmlShMPPVT4nW3YcuvuGWQtA+MDGcwsssI3g8w9QAq1pkHb1NJZGvjmYpXJgS8GBxMnEhR+wTYjvvJQzg486tDDl8fdPxsl/JxtYignyWrjcA6P2hpWgWwGXlQzq2XqCI3wWZV2uhIva5nYOlbAbNkJbqZuLJ1ywgyD0yk3j+brfHigkcKXhK/vjhUHEeGktQO472B3Cj9jyvS6U9YPBpk63KEGc5Zm6bggkt8pb0eDtlz7n2duS1X4pZpbV3uoGfQ8fE/l4VsmrQgPf7Em9yBuvoNUSGD1ls7yBG2DPPyYwrfNMC2zscIP60RJD7/9Qek2NZMfH8hiulRDqeZFZoeAsnSaBG2dVOF3h6rr4aYHp4NOMaxl6ejTtNmYpcPBvVLVi9g5jNM3DCFjGUE6Ih/3QED44WjOKv85Z28MKle2Am9mElH4WlZRtwofCC2S05XNsRRLR08nZf89KWALhIPibNnBTKkGIuDAXAWu52Om7MBTu2M1anPHlo7Llo68bU9dP4i7D8xBCIGq68EyCIVsSPgltXENEamSzCGRVl0fOSsM2i7Vw//4j+/Fi/792rbfrxMO73hlmwYGctaSi+G97is34sd3Huj683z/NFvxq3vStmlAiHDQXPY8fN3DV9eN+02jevQVx0fW1tIy2xyUaq6PO/bN4ZFbRjBSsDFdqqHieGptR9TSkUHbsG17pku4+t7JSJtTD79DXHzVDrzo368NltXrWTq6suAl/6ww+eYtOV6EvBmvfvzxeOsFpwQEzsflDc/10ZwJ/7lnbWy73bxydqasefiqubVIWmbnhM9B0JPWDiJjGV2tYg3SMjXCDxV+fcAWCC2dfTNluL7ACeNFVdyqGmTgJAVtZVsHMDlfrUtVbYYgaKtU0unrBzFXcXFgroKqI6fsWcsIa+k44QrpQsaKkDorfA7aLjVLZ/d0CQ8eLkWybxhCiLot7TwfQe0c15O1dGzTwEDGQs31uybNhaqLH991EDeoPRW6AavkZrMe3aLgAZhF1nLt61pOtHTCaplAY4XPvzcAWB14+A8dWUTN9XHGpmGMFjJa0DZq6XBNIX328YVrduGNKhaSWjpd4hlnrIfnC3znlr0A9CwdP6Ka2NLhwlmBpVN16/LCAeDxJ43j9U8+MXjMxz0Qs3QA4JR1gzht/WBbi6MYPIDoCj+ah8+E2/lPwoS/baIoi0hpG8MkEVAS+EbVLR0m6y1jDRS++k4PHZYlDh6xUQaw982Ug03G46tsGScHgdv5xNeTUNOCtoAc4ABZwK7qyg3Ys5YRydLhYF4xY6LmhUQapGVmeDcsD5PzVTz+o1firn2dl/edVTOa6dhqagD41f2H8Xv//HM8oNJmAXm/stpjhW8ZFA5Abaj8iuPh7gPRth5SMadmlSNbodQG4VcjCl/+Htznls3DT0zLjFo6jbJ0qm5YCdbswMPnVevrhnIYKWSCtExezMdgS0cn/KmFapCVV00tne6wfcMQjltTwJ2qUwZZOnEPPxa0natoHn4C4cfBBL1PEX5Ry9t/73O24zt//oREX7sRcrbMetE9fD1Lp+p4IOqumt72jXLgOX3DYKT08Du+dTv+4tJb2jpGRZ1fn3KyvdVY4ctr9GBA+LIde2fKQWnlZpYO0FlqZnxazL/tdKmGqushYxrIWqZm6biB8mPiL9U8WVjPZYXPe+y6uO/QPPbNVnCHykzqBDyQTyb4+LziWC/D7PlSabKf7HgClrJ0gPZKXv/PzXvwvM/8MjI48IY0zQqJtQLHx5oqfK+xwl9KnZpmSE7LlEHbQOE3GOjk9p2ynXYHHj7/nhODWYwWbMyUHCzWXJWHH/JIxpL3nj4YzZQctbmNHzyfNTufwfcSq47wiQjPPENmxhgUErGehw+EN18+Y8rcZi1LJ8nSiYOr300tVOuIWF/o0QlG8ploWmZQLdNHRWURdDKIMM7YNIzvvfEJeMqpa5HPmEGZ2h2TCwEZt0K5Jvez1c/Pq4W3JtTRAeRswDYJDx6JEv6+mUpkO8QkbB4tIGMZHRG+VHMUtHFYC4RLhS9T4/QsHZ52F7VsnJrnQwhEgraLNTfItT68WK/SW4EFxmTCHr/c2ecig70sh8x+MueTD3RgMc2UHNQ8PyIiuFZ8o2yVdtCRh28ZsJTC53Ys18KrStJKW1emZWaDhIXkNuuWTicePv+ea4eyGC1k4PoCMyUnWHgFyBmn3CPCQE2zm3i2V3G81NJZCp515noAsiYLTyedWB4+33ycerdQra982QymQRjMyk3CixmrKyKOY0QpBEbc0ukmYMs4a/MIiAgFbdP0+YrTttKruF7dIPb07evw6YvOCYg8DiLCUM7Gg4elVbF5tIChnIX9s1LhmwY13MjFNAgnTgzgvo4JP7xlI4SvefiOJwP45ZobLLDj33yx6gXEkVWlcvO2TIUMCL/DFcDcBiCZ8NnimNMI1BMiUrnRcWURsE4sHSYRXYkf6oHC5/un2aATD9oCYdystgxZOkKI5Dx8pfANg5purFNxtLTMDjz8Q/NVZC0Dg1krUsFWz9Lh7J940Jb7esXxU8JfCs7cNIxNI3kUsiZMQ34FTm1jD5o7V8Y0MJizommZbSh8IPSou1HzSRjO25ECaqzwZQ6z11XANo68rRO+G2T/uJ6PN/zXzUGphDgqjh9MeRk528Tzzt7YdLAbzIXpjmOFDDaO5LFvpozDi1WMFTNNs5hOnChil+ZrtwIvo9fbl7EMzJWdIO2OOx+X69WDtoAks2qQgqr8fbWpOttQnSp8x/MDr7Z9hS9gEMEyDTntV8TFCr8dS4cHEv29gcLvkvCFEAHRN1X4mqXDFttyevjR8tfRoK2++VDS3ga6hQd05uFPzlcxMSjLg+hrUWTQNiR6AHV5+DO6wve8YEbXT6xKwicivPGpJ+E5Z22EpWU6eL4IgnCzZSewSAZyVmThVTsKHwgJv9gjwh+JFVDTA6rzFaergG0c+YwVWDpS4csbcHKhih/8Zj/+5aodiZ/rdobB18ggSf6bRvK45+A8bt8z29DOYUwMZnFkoX1yrcUUPhCWwKh5ocIHJCnEg7aAVK3xRWac+84Kv5N8eiC6tqKZwteJ2fNDhe94vlppq1k6baSJ8nF76eFXXT/cR6JJG5wES4cHtOUgfD37Jp6WaSnRN5A1ExfQhRZeFx6+InwgTK0GwpLbQGj36nn4NTcUAWzp9DslE1ilhA8AF523Fe99zvbgZmMPn3Ps58pO0KEHslag+BdryXn4SRhWmTr5NmcErY9nx9Iyo2mkvVD4BdtEuebC8WSqJ3d87jBX3X0okZS4tkyn4MDtaEGq+ePHi9h9pIw7983h3OOaL0obK2QwX3XbTuOTnSaqkLgoXdUJPXxAEldE4WsefrjmQVOGVS8g/CMdKvwI4ScMFrXA0gnf5/oChlJ8jlq1Ki2dMIjcCkmWzsElZunoxNqsDdWEoC0PFMtC+NoAVrfwypL3hPwd69scH+DZw/d8ge/eurcuk01Pi52crwaLN/Vd6PIZKxATTPh6hpjez9nS6bedA6xiwmcECt+XgS8edavaUurRQgbTizW4KlpesNu0dHK9VviZ2MKr8LXZstNxHZ0ksI/JapJX8HKHcX0R7NWrQ5ZQ6Pz8nL7K/uabn3YyvvX6x+HW912AD73gjKafHS3W1xdqBser7zSs8LkaIls6VcePZOkUNQ8/XNXMgkB6+IfVDl3xzdsZF37uWvzbz+6ve76Vwm9k6VgGwTaNgJAyWqmHdlb+sleuWy98/m4Vvu7bt5WHbxp1ytXxRNOyDN2gKeErhR8vkBe+P7rGhD3863YdxpsvvRU3PTQdef8ff+VGvONbtwOQA/jaISb8qMJP9PCZ8LV+XnG9oNBcv9FWC4jo94noHiLaQUTvSnh9KxH9lIhuIaLbiehZvW9qMkIPXwZt9fRJVnsTg1lMLVQDq6PYtsLvvYev59z7sSBzNwo7jlxGbubMK4trnqz1rpPKf9+wuy5o1bWlowZF9jeHcjbOPX4sMv1tBP7MkQ4IP8nSmSnpHr58fbHmYq7iBoOKXlwrSeGXIlk61UTCumvfXFCdUwfbdOuHch1ZOqzw+X7Q8/DbIXw+bqLCb7DitBV0hd8O4Wc1SyfatvY98j/67K8iG9I3a9dQzgrO7altTPn88QJ5jGqwqJFX2sodungA1gO9jufj1zsP48YHj8DxfBxZrGFiQGarDeXlVpmAjJUFlo4dWjquWvsyrc0SyzUvUp65n2jZAiIyAVwM4JkAtgO4iIi2x972NwC+IYQ4B8CFAP611w1tBFb4jiI23Z9ni2R8IIuSFpRrl8BDD783ls5IrIBa1NJxlpSlwyjYUYUPRKtxPu/sjbh/chEnv+cy/P4nr8bemTIOzVewY3KhrX104+Ct3doh+DhYMbXr49dc0dDDD9IyVafmmj7svxa19Mt4ZVAuScyE73giklHDqDh+IqGwwj9p7UCypePWWzq6h8/q1VIZL1nL6MrSWai6mm/cna2ik1+7aZnRQLr8u11b5459s7jhgemWi934NxsuhMXxwuqpmsJPCNrGf29bbWLOfUS3FO89OI+a62P3kXKwZzLfQ6ZBEREYt3RYwdc8P6gtxefXi7f1E+0w2XkAdgghdgIAEV0K4PkA7tLeIwBw7t4wgH29bGQzcNTbU6UVspYZpLrxyMurPTl9sF0C5x+33SBvKwQlkss1rB/OwfdF4PvNV926LJluUMiYKDtexD7QvfyLztuKc48bxZ7pMr587QN41Revx2gxg4rj4S1PO6Xj8wUKvwvC70rhx67RkNqKspi1VIla+VtxZ12rNqzhuE2pFqZlsiAoZMyA8DeN5LF3RtY/1zexcdVWl0lpfzrh/2LHVKRQl2y3HNjjhC+zdEIFyinG7dbEjyt8XmU7UrC7tnT079c0LTPBwwdkn6k41bYJn2dHreo/8aAo17LIfsxp2HzdihkLpTY9fM8TwaCqE/7te8JFd9fuPAwgJHxAihTOw89YBiyDIlk6gLScZnUP31Ub3KwGhQ9gE4Dd2uM96jkdfwvgZUS0B8BlAN7Uk9a1AZ7O8YaDDD8AACAASURBVI5XlloAAYTeGv9gDykSaFvh5zho27ssHSC8yT0hIsfuhcLPZ+TaAV1pVhwv6DBDOQsXnrcVb3vGqfj3lz8aDxxexPW7juDDLzgTp6wbbHTYhuBZ0Eix89nBqPrMdJtBUserD9oO523MV+XOZLqlw7WW+LfPmLJzliIKn5WhhUPzVfgCOGWdXAEcz8Xn65dETDxj481o4jGAWgNLxzIJpmGECp+zTXKdET4flzN0to4VGm7E0QpBFVotsy0J0Tz88DfhQbLdmvi8OKlVeWom7ZFCuMGNW6fwk9My4xaeZVJkMyJ9l6rb98yCMyd/dX894XMfZhGYz4SpwCw2qq5Xr/BXkYeflDgaN+guAvAlIcRmAM8C8FUiqjs2Eb2OiG4kohsnJyc7b20CLN3D92QnYuLkzs/pgVzzpW2Fr35cPS6wFAT1dJQi9HwR2XmrV0FbIBo8rDhe4IHqg8rjTxzH519xLt7/3O34w0dv7up8HLTtRuEHls5iewXUklQSX9O5ihtJy9w9zQpf/vZEhHzGVAuv6vPw2V3jQW8qRtp8/Rop/GLGxMZhOZuI+/iJQVshYFLc0gmVajuWDhMfv5dz8LeOFYLYTafg77d2KNe0DY0sHZ7xtevh82DZag+HQLDkbdRcH0KIYFCxgjx8GXyPx1/ivzdvYr6QqPBncN4JY7BNwrUJhM/3bLCCO2OFAlO1o6btAMfnX01ZOnsAbNEeb0a9ZfNaAN8AACHEtQByAMbjBxJCfE4Ica4Q4tyJiYnuWhyDGcnSERGFzz8w/2APdqzwlV/XA+UN1Ct8348q/GyPFl4BcoUgo6JKNwD1s4jzT12LVz/hhK7Pp6dldgrbNDCUsxILjiUhKUtHjztwPRMgVPj6WoCiCurxtchqCp/BNX44Y4fBhJO0dH+27GA4b0e2v4y3G5CDEpOR5wuYBsEyw6Dt0i2dUOEDjUsFNwMPbGsHsy2Kp6nMF8tMVPjtlleYTQicJoELp41oMwguj2ArDihmLbi+qJtd6CurASkSXc+vs3Qqjod7DszjUVtHsW18IIjp6AUAA8JX/egRG4dwshIJgYfv+phZdIKMq9WWh38DgJOJ6AQiykAGZb8Xe89DAH4PAIjodEjC742EbwEr8PB9NU0OfVz+gdkrDhR+h1k67b6/FYJVlOpG84SIrPrthcLnAUTPeqi4XtBhemVPMZhwk3bEagdjxUzbee81Lzloy8haZkDiu4+UMFqwIwNEQQX16lbaar8Bd954ILnUVOHXMFzIhIS/kEz4nrbRd0D4BgWE1LmlE03LPDRfQc42gllNN4Fb9u1bEX7F8WGQHKSSyl206+FzSm6S966Drxsfv6rlytuawpfHiv5GcYXPm5jz9+OZ0m/3z8H1Bc7aPIyTlLU3UrAjQmw0Zun8x6seg7deIGNfetB2plzDuqHwd1g1lo4QwgXwRgCXA/gtZDbOnUT0QSJ6nnrbXwH4EyK6DcAlAF4lep2I2wBmkKUjgtrY+kIIQN4QY8VM4OG3m4cfRuR7Y+nw1JPTMT0fPffwC0mEr3n4vQgM63jkllH83QvPxJNO6W7GNlrMdKbwmxG+lqUzV3EjU3EAQZ2hgAC0oC1jw3AOQzmrrrwCE31SvXWp8K2gFHcjSwcI6824ivBNg4IBKAg+Zq2OVtqygDg4V8XawVzLUsHNwN9zYjCbaI8wyk64uUzE0unYw+8waKsIVy6Okm3TrTCgPtgc/71N9vCDDVvkcXj/5jM3j+AUVXp7IrZa/LwTxvD4E9ckZtxkIpaOgzUDWdimtOxWiqXTFpMJIS6DDMbqz71P+/suAE/obdPag6Vl6bBqigdtATktu1dtqdfuStvNowWcd8IYztky0tO2cnaBL2JppD0J2ipLZy4knarK0rFNCgadXsE0CC957NauPz9WyETKBjcDV8vUEVX4RuQ35wwdBq/E1NUpEM68ADllHx/I1pVXYNJYrEkSJCL4Kpd+tuzghPEiMpaB0YJdT/j6xjwVJ8jQsm0DBoUePhPnQNZsb+FVgoe/bii7JMIv1zwYJPdC4G0Ok2pPxTcUYYQKv00Pny2dVh5+kIcfKnzXj5bLDiuixhR+bK8HzuLjQZWv490H5jFSsLFxOIeTlcKPi4anP2I9nv6I9YltjFg6pRpOGC8iZ5urzsNf0Yh7+La22jK6P2v4w7WbZpnPmPjGnz4OZ2wa7mlbuY5HfN1AL/J0kz18qfB7MaD0GqPFTPtZOk2CtkDU0gHCgC2jqFYhc9okF4XjsguDOQsZS84G45k2TCK+kGSz49ACTnvfj/Db/XOYKTlByu3EYDYInjL0krkcuJUK3wgCiEA4A2w3aFtL8PClwlelgrsg/EVVPrzVAjD9fsq0aelML9bqrs2smt012qlq19RiUPU1Z2tbGToeHDd63QoNylLwDCpYaWvIgnU8M+IsnVLVxVDOBhEFG/TECb8ZwjpOPmZKDkYLGUX4vlwnsko8/BUNonATCdeTNca500e36+Nsje62EewFTIopfF8gb+sefi8snbCjcueruJ7a4WnlEf5YMdN2Hn7NE4l5+Aw9Sweo76yFrBUUT9PFwIAiCt7wZc1AfVxBJ89yzcOuKbn13c/umZSWjrIahnJ2HUk6nghKO3Cqoy8ETApnfUAYfBxQFUhbZdkEQdsgLbOCtRGF37mHzwXnBpnwG6RmVrVrmOjhJwRt/+a7d+AvLoluyBNaOsnn+aPP/gr/8tMdgYWU1Xxyx+csnailE1f48d3c+Jrz4MsKXy/HctyaInK2gY0jybu9JYGv+1zZwUxJ3hM5W265uWo8/NUAVknxLJ2kzp+3zbY3Hu81DINgULjTlbcMlk7S3ru88KpX2Ua9xGghg4rjN1R4OmpqVysdvJMYEC3VCyQQvh16+Pq15kFyLCD8bH2WjkZIJccL9lf4xY5JVF0/ILqsbdTlwDuej3HVFl585XpS4XOgFgiVaruboASVGT0f04s1LNa8iIdf7dLDL2a0vX4bxBIaWTrNPPz9M+VIuqvni+B6JHn4vi8wtVDD/YcW5AY9qhy2/G5+WLEzFrSND7jx3dzM2IYtEcLX7qVv/Onj8Lrf3Zb4/ZNw2oZBDGQt/OA3+1HzfKnwLbkQMinDrB/ofwt6AEutnHPVYpZgIYR2gVnht1sLf7lgqToegLzho0Hb3mXpAGE6Gefh9+L4vcaYWnzVjsp3PJHYaQKyVeWw+XePEz6XQa640dkOE+yYCrqOq8whvdaRPiCVa26g1K/beSTWBjNS3AuQhMKDCatKXwiYRkg+gKZU29wERffJd07J+FTEw+8iLbNU85DPWFpGWfIaibImIGwjQeEnePjzFTdyHecrTrD+IWnA5/bvPlLWFL48Z83zQyvMiF63+GxBbm8YWnj8/oDwPSb86ArpszaPBLWY2kHWMvG009fi8jsPAJAZPfmMuerSMlc8WOF7yheN5+EDIfn1qkxCtzCNcLcd2enDpdm92gCFMaGCljIPf+UqfKC91bZJQVtAI9tYOm590NZUpRW8iBjge4ItnbFiBr5AZLMaPaio1ypi0tEHnXj+e83zgwyeOe1zlmHELJ2owm9WywaQtgmf9/5JWW5g3VDo4Xdj6fB+Ea3q8usK31DppUBYW8lNUPhzsR3Y9IqSSQqfz717uhScLyh/7YRpmWHsw4x8Lmxr1MLTF2sCskYTH3OpcbRnnbkhGOxGlMJPyyP3GJYZdjJb9/ATLJ1+E76l7afp+XK1ZWBB9ULhJwxyrPB7UY2z1+CNyFvtMuVrQfk4dLIFQuJPUviuLzBfiRaqY2U4ptpywoQM2N2ilc2N1on36soORAm/XuEPqYAwWxic4aPvgGTFsoZaZepUvXDmcP+kVPhrB7OBcOg2LbOQMYPN1BcaKvzoLMlSG4nruehxzJXdSJs4HXcgayUGmFmpl2oe9s5UkM+YWr0aLyDW+iydBIUfa6uOUOEvnfCfdMpEMPCMFjLI2gZKjgfXT56dHm30vwU9gKktXjEjlk590LbfhG+aMsAshCztahikZRUtvW2GQYGaGcrJhUcVVS1zNSt8DtC1Rfis8IeihM/f/8hiLaL4craJ9zzrdPzBo2SJqMefuAajBRvfvTVcUB6xdBwX8xUHY8WMthuSHRwrTrRc1nkoZ0Xy8C2DInaIXWfpNCZsIeS6Eyb8nUrhrx3KLTloW8iYwWLDRrteVZ2oRWibhiwopn6fuKXjeD7KKluMc/t5BrVhOJcYtNVV//2TC9LSscPUR9eLBm35961T+DEij28zyFlUcUunG+RsE793+joA8p7I2Sbm1fdMCb9HsA0KFL4VydKpV/i9qovTLTgHmO1hXeH3KnuI4xSDOQs5y1B5+P6KJPygYmYrwo+pOR1Dmn8u/zeQs40g04TBJCYJP3ot/uRJ23CSWmxjmwaedeYGXHHXwcBHT7J0BnNWsKtXM4XPsYehnB3sU8DVMiMeftzSaaCu+fNChCs/d04uIGvJQSW0dLpPyxzMyuM2spXiqtk2DeQzZjAgx9Myw+ykUFFziZENI/lES0cfBGoq7qJXpOTj8DnDjcxbKPw6wq8P2i4FL3/ccThr8zA2j+aRt81gVpd6+D2CaVKQGWEZRqLCZ2LpN+mxh8/+oWmEA1Ovgqr8HYdydqA4y87KDNoO5WwYhJarbfViXXEw2WYChW8GG0/r4IFwuuS0HFxfcM4mlB0PV9x1EICs5cI8Uap5WKhKwn/yKRMoZMxgBpm1zbosHS76Npi3Aw9fr4fP4JTTkPAbEzYPgDxDevBwCeuGciCiJQVtOS0zZxswqHHguBybMdqmJFuepcQJP1Kuu8a7QsnffNNILjFoG1fq+YwZ2HVS4UfLIwPyN45ft/j2nXpmFKBZOj3w8AHgMceP4XtvfCIKGTn4cnB4JdTD738LegDLMIKbW2bp1Ct8Lq/Qf4WvdsVR09peWzpAmKkzmLMCwq84Xs/r6PQChkEYLbSupxOvm6KDFz2FwXqjLmALhArf80XLwe/RW0exaSSP7966F4AkeRYN5ZrcUWwga+HFj9mCX77zqcF9xUFbvSRBTe27Ki2dsDS2DHZq92iQbZK8gEgHD4Acd3B9ESw04+vQXdBWpmUSUdMibvFAqFT4VjBoxfcp1mMe3Feng53C8rLoWewzcdWft6Ob1Lt+NGgLyGsXV/hVx4+UFNE9fKJoemsvChjqyNlmODtdAYTfX/brEWQ9El3h1wdtAeC9zzkdx60pHvX26ahT+D0O2gJhnGJATe8rjvRPe30z9wrt1NPhTpmUpSPVfKiM3/y0U+qm7QA6WuRmGIQLtq/D169/CELIomdrillMLdSwqNIyt4wVQESR1L2sZcAXUAFmkmV81SrLoZwd7MQVKPxIWmY0+Nh0i0E1AOplqdcNyUGOU1M7zcP3VXE3rh3ViPCFEHVZX7ZpIG8bDT18ffMXVvOzZQdDOSsIEJdrXoQU9dr8cxU3EhSuuj54v0H9nihm6usQVVwvUs1V9/BHVLllQMYleq3C47ZXv/GwIHzLoFDhGxRM3+Kd+oXndFfzvZdgD5+3N4ykZfZK4dus8JWl465chQ+EJQ+agRV+kkp64TmbcOJEMSDeJzco5KZXPW2nY68fzqHmyl2uyjUPIwW5p2lZ8/DjCDZRVzZOuCuTgaG8FbF0zAZZOllLbirSjPD5egyrfVaFiAapk4LHrcCZMiwYeN1CHFXXhxDRlezS0rEaevi6pcPnmSnVMFLIhFUuHRfDCFdO8wYlp60fwvUPHEEuY2oK3w+unR74bqjwI2mZ4TUfLWSCWkfVZUid1Pv0SlD4/W9BDxDJ0mmw0nalwFRlIHhRj7EsQVvN0rFMlKoyha3f8YtGyKoVsM3geCFxxpHPmHjstjUtzxMtRd36WnBAdLpUU0XETG3PYKcuKCyPGw2Y6gPVYM4OLR1F+Lbu4SviIqKGZMsINhG3DQyo76XbWDyz6wQ86Ba1GaKuzBnBpuDaNXzTU0/Ga55wAky1mrxR0BbQCL/sYKRgh4Qfuwd4dfMp62WabD4WtA1svsiaivpdrypuPGgbvn+0mEHN9eCqhVy9t3TCc6VB2x5Bz8O3TMLaways+Fdsv/DR0YKp8vDDoC2pQl7JdkU30D38rG0EdslKDNoCsiNX3Obk1MzDbxeRQnVtED5vzD5TctSCJAt5tYmKDNrWb+uoK3xAt6IMDGStgKjY0jEjpRWi1kQ7Ct82jcASWRdT+J0WT2NlzJbOaesHcctDM3WDMR9XFxDPPXsjnnjyeNCmeB6+PnDwYDhdcjBSyATHiZ+HrRnehYzLMWcsI1oeWRs0i1mzrrY+r7Rl6JlRUuGHGT+9slUZ+nlThd8jxDeRePIpE7j6HU/B+uH6wF2/YZnKw9eDtrYRWfq9VLBXzVk6nO+8UhU+F5hqhloTS6ddFDvcbCZYI1CqBbVcChkTUws1+ALJlk6wEpT3Sw1VqK7+PbXwKuLha8Q1mLOarrTVUxI5dhFR+Fbnlg4rbB4Yn3vWRpRqHq68+2DkffE9gePImEZQyZIRydJRn58t1TCSt4OZV1zh86rfLWoHLxYyWSXw3IRZXyFj1ZdHbmrpSA+fZy3L6eGnhN8j6JtImAaBiLB5tNDnViXD5CwdJYA4aNtL9V3ImEERuZxtBulvK3GlLdCeGm0WtG0XkbpFbUzdQ0vHCS2djIlDqn7/QKKHrwUVtXZnzbC0b8WRtdz1tExL3beMoqrs2Qj6JuLJCt9oOWuKI074j922BmsHs/ietgAN0DcFT76GtmXUe/i6pcNpmcrSyQeWTvT7LqpFYCeoRAseYLO2EcyUDIoGYYuZ+r0E4nn4/P5CxkTONiXh8+/UY0snnwn79UqwmB82QdtqDwjhaIC3VwuDtsBZm4brluovBRdsX4ecLQuJ5SwjmPquWIXfhhoNvPAlWDpcTbPmtVcqOrR0akHJgXzGxP4ZSfjtWDpB7MEiAGHJA1/I+A2TT3y5fzFrBfnbSdBT/QKFPxQq/Gw3QduA8OXxTIPw7LM24L9+/RDmKk6w+Qi/r9H9ZJuUQPhOEFwuOx58X2C27CiFn2zpyFW/Fo4fL+JLr34MfkfFabKWJGnH9+s29ClmrcjAIYRQC6rqs2WKWSuwh8I9epfR0jH73//6P+T0AKZG+PFl0ysNstBbNGj7qiecgM+/4tyeneNJp0zgPc/eDiCqwlYq4cuKgsvv4fO5gPYsHS6XcHihhqpa6VnImMGetclZOg2CtmZYFoBnM7rCj3+vwayFhYSAKcOJWTq8yjb4nrbZcVomzyj0WMfzzt6Imufj8jsOBM8Fm4I3uIaJHn7ZDWJqFUdmOQkBDOtZOnUevhu8dv6pa8MNV9RqZscVdQKgmLXgeCKyehaIEjlzxIAifMcT4ft67eGnlk7vEVmtuAIi4c0QKHwtaLuciNeMWYnI2kYblk7jLJ1OUAwIv/W1sE1ZnuHArFT00tKxgt8uKUuHlWR90DZcAcuWg/TwjeBckXZmzaa1dEIPn3DyukGctXk4Ygl1k6VTjlk6APDILSMYztu4bc9M8FwlIWirI2MaiXn44ebqXhDEHcxZoaXjxD18L7H2VdYyZGaN79fNjAoxeyi+gTmgl1M2g8Ep9PB720f0AWQlEP7Dw9Ix60fvlQrTIJSdaB7+ciKi8DP9v+GSkFNTdK4gmYQwvXFp14u3M2w3ZjJStLFvVi6WyisPn5Fs6TQO2hqKkEvVeoUfXyg2kK3fOUuHXmrirRecAlxwSuR1Xn/RCUoxSweQKaJD+ehipiQS1WGbRt2OV/MVF+uGsrhrf7iOAZCLqvh85ZiHX6q5iSvjA4XviboyCeFG5h5GCuFsRP+9uc8VM1bwe3Hd/15bOvlU4fceemdJWmG5ksAKX7d0lhN6p1ypK21Z4cWLjunQrZGlIFD4bV6L0UIG+5XCz9txwm+ch58YtFUdnolcX3gVV/gjBUn4SXvDAq1jGt1k6XDefyEbvTbxFNHWQdsED78sq4ta/7+9Mw+S467u+Pf1MdeuVnvK1q2VLYNt2chGGFHGRypAZBdYHAkRJATHCSYBBwghwRRVjotQSZFUIEmVE8oQCCSAcQgEpcqUCcQJxFyWiQ3YRrYsS5Z86Vgt0s7uzvnLH92/7l/3dPf07O5Md8+8T5VKOz0zu2+6e16//r73e0+zhrbL3zecNx2nOF9t4HsHT+LO7zzpPA6L8GU//Jw/wrdtl6WZzsVJOd7usHjD2X/yAtTVKp0UqA/JW7ACeFcrpvsj6Zpm1eH3KMJXT+C0rrSVjjBK1nGkkWVG+E5pX9wIv5Rz2iEUc7qnPUNwlY4/aauWZXrlBl0jx/n4pQlZIaQOCVFpl9NYiqQjNfwh31S4Yd8iMFllE560Da7DHylYzn2h1nC6hq4qGM5iyflqA//ywyP4m2894dgTNKEub+jWxKtGcNIWcC+q7jzb1iodmbQFFIe/wrIna/hdIIsRfiOBCD+tGr5brhjVHXJlkrbSmcW92xkrmZ5yRRlxEsFZ4aqiNvdS7c7pmnORKQdE+P7zVq0QCiKqeyiwtNYK5YrVr8YfhPhX/barwzd1b1lmsykwV6ljpGDY1UNNx8HKuyTZ1vjIqXnMVxuYr9ad3vx+cnaDutmFWsvz/kHmQbbKfT1cUB1+d1oYq383DWWZyVuwAoStVkwjui6rdOzHvYzwU+rwZdQd5aCqEa0VOsHV8ONLOpKCqTu2DueMwHyDvJDI6FpdaStlBbn0X4+o0nEXfQVH+O32R97U7Z431uu+9+RJfOirP4n8rHOVhqffkGQo761tX2ij4fuTtnNVqyJnpGiimNOsKh0p6TgO31owdeTUPADg5NkqypVGoIafNzQsVBt48MhpXLZp1POcvACU/ZJOQIQfKOmscJVOkSWdlSeTEb5Sh99NslCWKZ1klKSzEnX4gFqlE1fScROzpZzh6UQahLPSti6TtrJe3q3ScSJ8cqt0/IHKqNLHJ4havY2G78slfOfxk/jSj4562jb7CUuSDvlWr1ZqDRCFR6ymTp6ZtnKVrSPpVF1JR9b2F3M6njm94FxYjp9dbOm5L8kZGp46WcbZxTpePu3toSQvyPJcWqy3Jm2dOnylnbP8u93S8A2NQgsSekl/OHzly6Jr6f5I6sB1oNdJ23TumzhDt2srtLCu2EFZJuCN8Ium7kgGQQlbQK3SsTX8uptsLjiSTmuE7682kZ0/w0Y/urmB4P3hn2vrXoDC93G5Um/R7wFL0vEmba1BIWGtQCwN372wqPKNq+HXYSqzK0o5HT9//qzznqOn5+2/HZy0lRPjrpge935uWRZr73/5+VUJzyPpOBF+reV1K4H8fGnQ74F+cfgZjPCbPSvLtA5x3tBSEWEE4X5JoyN8jZaflJcOLa7D90b4utKYrrUkE4DT3Mup0lEcc0uEr2j4/khdbesQRLVthO+VluT//vp4lXKIpCOTtvLuYKEaPR/Zr+E7EX7RdFYAzy3WMZw3nItG0dQ9K4ultBOWtAWAjeNFrBstep5zGrHV/Bq+a+/EcB63v+4ivO7StW5ZZpckHTmbIC3rg9JhxTLJlIbv9NJxB6B0E3mipzVhC7R+SYOo2IPAl8vF60bw4nNXxZa3/Bq+I+lETE6TU68AX9LWdi5lpUpHnq/+81YO+whL2tYaTRCFBwwF36peJ8KPKH0th0k6eQNNoV48GpHnk7+1whmn5t6SdBbtKh31oqkmwwHg6Zl5z3YVGS375Ryg9VwKa4p245XTWDNSaK3S6UIkXszpqYnw+2ThlSrppN3ho6VbZjeRt/Zp1e+B1mg0iKBl9EvhukvW4rpL1sZ+verwvRF+lMPXW5O2tgSSNzRPhC+lHP+dCxFhrGSGavjVhoCph8sq/sonR2KKkHTmKnVsDGg6OJx3VwgXc1Yr67YRvnJhUUswi6aO52qtA2RkJL9udRHlah1PR0b40uGPhz4nVw23WzPQ7SodwPoOpsUv9YXDV3emmXIN39A01Bu9q9KRkV5aa/CB1qEhQdQaTc+gi16hSjpWhC81/GBJx3qd1qKZS0dSMHWnSsdQF14FnAdjpVykpJOPcE7+fRonwp8PkXTc9sV1AHksVBuR9eqm4dXwVUmnmLM1/Erdc5ckz89N4yWcmKvgyEyUhm938wyI8DWN7DUI4WWZKmqVTlReYjlYA+HZ4a8Yqm6vp17S8fXD75Gkk9aELRBP0qk1mol0QpXJ07yhQdfIM00sjLyi4dd8PYAKpuYsvNKInM8UJEWOlsxISSfqAlgwgjX8tknbEEkHUBczNSKrnHJ+DV9J2haUOvz1iv4u9+uWyRIEBA4en7O3t9qzZ8c6rC4a2DhebHkO8K5BWAyYzqUij8tcpd6170ia5NRYn5CIdhPRASI6SES3Bjz/CSJ6yP73OBHNBv2ebqFWOKQ/wievht/tOvwMRPh5n/wQRHWFNPxOGcrp9rxWrzQW1DhNkjd0R0KpNhqe5GzB1N1eOrraHrn1s0VF+O0ugM4+rXsjfNURCyHw7OwCGk0BIYSl4Qc4WBmJy+qi9klbr4Y/O1+z96M192HRLsv0dPd0IvwhTA67ff2DNPwtk0O48crp0GhcVgIB1jmlrmj2o2r43ZoXUTAzpOETkQ7gDgCvBnAMwANEtE8I8ah8jRDiD5XX/wGAy7pgayjZ0vB93TJ7lbRNaR8doLVmPIhaQyTypSEijJZyjuQyWjKRNzSsHQ2OLgE5oEM6WOFxzAVDd3R5jVwNP0jSGS3lIlfaRu0PZ5/6Il0p6Xz6u4fw2fsP45nZBfzFGy/B63esR1MgJML3LWaqNzBSDJe0/FU6M+UKxoetOyXpjPUKedYylOyWFVsmSnjBHjADtLZ5iIP1N9w7m0LEfpJR/Vyl7pHvVpKxkukMs0+aOHvzCgAHhRCHAICI7gKwB8CjIa9/C4A/XRnz4uHppZNyhy8jQTNiuAAAGa9JREFUfDdp292/5yRtUxzh53QNGrUOwFCp1ZuJrVQcLZpOGe2qgolv/9E1OHckfHymKulUfXZbko7U8LU2Eb6J2fkahBAt0Wy7O56WahVfhP/Z+w8jb2owNMKRU/NKM7PgskzAlXQWazGStg3h2H2qXMW43Qu/aOqo28NPvElbO8KfKOHQybK7PcCedhTsxV1A+GIyiXrR7FZA8dE3XOLc0SdNnE+4HsBR5fExe1sLRLQZwDSA/wp5/mYi2k9E+0+cONGpraFIJ69R96telossIZVfvG7fkZg6QaP0DjAHrCi6Xe+XSr2R2G3xWCnnuWBuGCtFrgewJB03aavanTd1pyxT09yFZEHyzFgph3pTOG0IVKxOkREOPxei4ds5hUq9iV1bJzA+lMPpctXJKwRp5tJhytdYSdsIDd+Q57j1t2bKVUzYuRBplxDexPeOTaO4fNMozpsaxuSwtzKqU9Skbbka3J7BsVXZh93qJrt+tOjM5U2aOBF+kEcKu1ztBfAVIUTgN1cIcSeAOwFg586dK3bJcxtQpdepSaT8JG+tuy3pSGeapsRREO36t88u1LA6QkboJje9ctqJkONQMNWkrT/C1yG7G6gRflC0LiWG2bI7XlDSTuKSEomMdP1VQ5V6A3lDs/MEVSd6D2utAFi9duR729XhWzZaF7uZchUXrh0B4O1GqVbpvGzLOL76risBwNHwiZYmRVoT1OwIX5maFYTnYpwSnb2bxHH4xwBsVB5vAPBsyGv3Anj3co3qFBnhp12/B1wbpcPvxR3J5HAeU0oiLI0UDM1puxvE7HzNU9XRS3ZvP7ej1+cN3bPS1gxxKrrmBilBwYrbQK2KTRPeCLFaj5Z0Cjn/witvqweZAxgbsmr9pcwU1jwNcDX8OCttAcvhCyFwSo3wlfeFVTpJh18y9SV9P4qm7rSVDktE+20F2OFLHgCwjYimATwDy6m/1f8iInoRgDEA319RC2MQ1oAqjciLk4y0uh3hA8BdN++KLCNMA4VcdIR/er7qWQSVZqwBHa5mbvoifImuac45GyjpDIU3UKu2qdLx50UWFYlJCIFqw6rjHyvl8MTxucgI37BXCbtJ22akRCg/b7XRRLnaQLXexHiAw/fftUgm7VGIxSUkbAFbw5cRfrXh/O1gW9192K0qnTTR9pImhKgDuAXAvQAeA3C3EOIRIvoIEd2gvPQtAO4SUe34ukRYT/E04o/we3FXsm60GLlQKA0UjPCh2w07yTfWpSqKlSZvRiRt1QiflOZpgXX4sid+a2mm/0Lih4icihghhGcgi5VQtRzc2JBVCVR2krbBTnbYbqBWazTRaIrICD+nuxr+zJx1sXIcvjJmMywIkXcDQXcbcSiYOhbtC11YQziJ7H0EcITvIIS4B8A9vm23+R7fvnJmdYYRUemQNqStlR5KOlmgEDHI/OxiDUK4DjDt5JXxgtWG8Eg6/r7sUfknVdLxU603kR+KPt/lqlYrqnffp67+tdo31NzxhiF6txyC0q4XPuB28KzVm47tE3YiVtXkw1pMF0wdq5RZt52i1uGHDVFRyeuatT8HwOH3xSfMVoRv3+72KGmbFaxEW7CGLxcfSYkj7XhX2npbIPiHacsoPSgBu7pogii4Y2a7CN/6W1akq65vqDaanmlZY6UcGk3hzO0Ni/CH8gbK1Ybbbjimhj9TlhG+JdMU2gyBl0wN55dUoQN4z6V2VToAlAi//yWddAu7MZHRURaStn4NPwOFRT2hYOih81tllJiVCL9g15rXG1Y0rTp5f4RfMHX82eu349oLplp+j64RRgrB7RVqdvO0KEp2hK+Wu9bqTadiJ2dojoM/dnrBfk+Iw8/pKFfqWGwzzxbwavinbIffSdIWAC7ZsHrJDr+gSFnz1egqHUBx+CkuXV4p+sLhR5W2pY0WDZ8jfADRM1ilw8tS0hawHF6t0fQ4NtXhy4v/23ZtDv1dUnLx026lLeBKG5VacISfNzSn9POZ0wvI6Vro7xzKG5idryrdJ6N76QC2hl/2afjK54/S1v9279IX60vbzlbqqDVE2whf+g2WdDJClsoyW+rwM2BzL8ibWrikU7Yc3mhCdfidok698idtvWWZ7Y99WHuFOL2F5IpTdQ1BrSFaJB3AmjAVlSSVSVt5UY4T4dcbTZyaqyBvaE6ULS94w3mja+e+tO2UnTCOHeEPgKTTHw5fz5KG3/s6/CxQjIjwT2ctwlcal/nr8IOGaUdxzkgez84utGy3VtpGv7/oSDpKhF9vOpp+Tncd/nO/WIxMkg7ldZQrDafMM87CKynpTAzlPJOtgGg5Z7m4Dr9i2d4m+ZuLyKP0G33xCd0hEul3nknU4WeBaEmnBo266yRWEjXCrzX8SdvOHP705DCenpn3DAUH7BW8cSQdX4RfbbgOX5ZlAlbpa9QULytpW8d8m/7yAJwLnJR0xpVWCXJBWNTfWi6yfcNJGeG3Ke8cpLLMvviEuiPppP/jtFTpcIQPwC3LDFrGcXq+itFSLjN3Q1IaqNSbLSti/VU67dg6NYRaQzhJVUkcSSdIw6/Vm555uCMFV1ppJ+mUK3U8bg8an54cDn2tbFFeq1tVOrJCR/7Nbl+85f6X+YO2ET47/GzhrFbMgENoqcPnCB+A5ZyaInjI9ux8rWuta7uB2+65YVXTGN72yJI4d3dbJ4cAAE8pHSSFELGqdGRPmUVfhO/U4dsTnmRuJCq5WcpZc21/9NQMNowVI1evyoh6plzFqTm3rQLgLgjr5kJAGeFLSadtHb5TpcMafibQM5S01f2STgZs7gUFRff2M7uQnbYKQGuEn9NdR+KRdGJIkFunrEj6yRNzzjZ5UYwt6agRfqPprGiWjk7KOlGRsGyb/MOnZvCSDaORf3d6YgjnjORx34HjdoTvPXYFUw9ddLUSOBq+jPDb1eFzlU62iFqenjYcDd92bOzvLZxEZ0BP/NPl7LRVANx67kqtaSdtqeU5IF6EP1YysbpoeiJ8/5zcMJykrRrh14Xzfsfhl9pH+OqYw0s3rI78u5pGeNWF5+C+A8exUGvtZXP1BVPYFTCAfKWQDv9kzAifyzIzRlTHwbShVulohK4MTc4i8ku6WGvixNmK57lZW8PPCtJxLNYarUlbo7OkLRFh69QQDp1wHb7seNluxm/BlsnOLNTtx1rLSlvArX6K0vDVi8GlbSJ8AHjNxec61UETPof/iV/fgbe9Ykvb37FUZL8eWZbJK21d0u8hY5ClskxDKVljOcdF6t6PPX8GL//zb+Hu/e7MndPztczU4AOu4yhX6xACy0raAsD05JAnwpfDc6KGmAPuRVSWta4qmPZK2zCHHyXpWM8RWatg27Fr67jznii9vxv4k7a80talLz6hniFJR63S4YSti4x87z94Ek0BfPybj1sJx1oDC7WGozNnARnhn120IuvQOvyYx/+8qWE8f2bRaXCm1tFHIZOXsmXFqrzhW2lrPT9q9yiKKpWUTvP8qeFYJZV5Q8c1L7LaRUwM9/bYOUnbspR0uEpH0hef0NHwMyDpGIqkwxG+i3SE+w+fhq4Rnj+ziM9//7DjrLJVpWN9FunwPStt7SiSOhjH6a/UqTW8EXoYJcfhywjfQC1A0hm3I/yoSFg6+ThyjuQNO9YjZ2g9H+8n72xmylUUTK3t98xN2rKkkwkyWaVTb/KiKwWpu/78+TPYsXEUV18whb//7ydx9PQ8gOyssgXcSHGuYl2sgiL8TuTH6SnL4R9yHL5VpROntQJgjYc07EZtVbV5mh5f0hkfykHXCC/bMhbb7ldddA4evu01WLMqfOB7N5Cfuyna1+ADSlkmR/jZIKsrbbOykKgXyOiqKYDt60bw/ldfgNn5Gj793UMAshXhyyheRvhBSdtO5LwtE0MgAg7ZpZm1uFU6pivp5A2rMZqUdIjcpG+cssyJ4Tzufd9V+LWdG0NfE2jDEjteLgddI2ffxPn7XKWTMbKUtNWVhVdZuCPpFaq2vX39auzYOIodG0dx7yMvAMhWhC+dzb6HrdHPa0bclaamTtCos3O1YOpYt7qIw3aELzX8tklbRdIpmDpyumbV4Teshm6yQmzdaKHFziDOX7MqM+esTI7HifC5SidjZGviFSdtg1Ajse3rrSqQ375yi7MtSw7f0DUYGmF2voY/2f0iXKP0uieypJVO7+42jZdwZMaSt5wqnXbN05wqHSvCN+3JTv7WyhevW4173nMVdm6OL9ekHXk+teujA3CVTubI1MQrT1lmwsakCDnrNWdoOH+Ntbr0uu1rMWUPtM6SpAMA77h6K+546+V417Xnt6y1KJh6x+fq5okSjtoOX1brRHWsVJ8/s1izInxDQ61hzbf1yxcXrRvpqzUh8mIXJ8KfHM4jrwyD6Wf64hNmceKVENwpU0U6pwvXjnjG/v3+Nefh7v1H2zq3tPHB3S8Ofa5ga+mdsGmihJNzVcxV6s4irOmJocj3yKobIax9qUb4/S5fyPMlztSsPTvWYdfW8bYLtPqBvviEWZx4BXAvfBX5Bd2+bsSz/aZXTuOmV04nYVLXKJg6GgFdQaPYPG4596dPzeOJ42cxOZxvuzZBHVJiRfjkJG37vfe7PJ/iOHFT17BhrLelo0nRFw4/UxOvFBuzYG+v0DXCR1+/Ha84byJpU7pOPqL3fxibJyyH9PRMGU8cn8O2NeHtiSVqXiRvaG7Stt5oW+GTdYodRPiDRF8cdU0jTA7nsWZVdJVBGvBE+CzpePjNXZtx3lR7R5Z1CqYWq1Omyibb4R85NY+DL8xh2znt95Oq0+dN3Svp9HmCUl7sBkGm6YS+2Rvfev/VmTi46mpgDvAHk7yhdZy/GSmYGC2Z+NFTMzhbqWPbOavavkf2nl+oNVCw6/Brdj/8fo/wZVkmR/he+uaoj5ZymdPwWdIZTAqmvqRjv3m8hP89eBIAYkk6gBvpygi/1hBYrA2Qhh+jSmeQ6O+jnkIMlnQGnnWjRafctBM2TQw5i65iO3zb8ckIH7DKOvvd4Tsafow6/EGCL389RtMIRHZZJkf4A8ltr70I9WZnVTqAFeEDVl+bieF4Fww3wtccGWeuUu/7NgKd1OEPErw3EsDQCLWGYIc/oCx1TYFM3J4fM7oH1Ahfd1bmzlXqyPV5Hb6z0pY1fA/9fZlPKdLRs6TDdIKM8OPKOYDr8POm5jj5ucX6ACRtuUoniP4+6iklSyuDmfSwdWoYukZOr6E4FHKtEX69Kfq+LLOTlbaDRKyjTkS7iegAER0koltDXvNmInqUiB4hoi+urJn9hdO/nyN8pgOmVuXxjfdehV996YbY7ymabmMwNVHb7xF+kSP8QNruDSLSAdwB4NUAjgF4gIj2CSEeVV6zDcCHAFwphDhNRGu6ZXA/ICt1MjCgi0kZF8Sov1dxNHy7PbKk35O2F65dhenJIaxd3dvhK2knzlG/AsBBIcQhIUQVwF0A9vhe8w4AdwghTgOAEOL4yprZX2RpQheTbYp2lYpsjyzpd4d/2aYx3PeBa7GqkK0uq90mzlFfD+Co8viYvU3lAgAXENH9RPQDItod9IuI6GYi2k9E+0+cOLE0i/sAg5O2TI9wkraG7hmY0u91+EwwcY56kFfyFxEbALYBuBbAWwB8mohaph0LIe4UQuwUQuycmpryPz0wyD4qHOEz3UbOCi4odfgAO/xBJc5RPwZAHWS5AcCzAa/5uhCiJoR4CsABWBcAJgCnSocjfKbLqBF+znDPt35P2jLBxDnqDwDYRkTTRJQDsBfAPt9r/h3ALwEAEU3CkngOraSh/YRTh88RPtNlCmodvq60S87YQBlmZWjr8IUQdQC3ALgXwGMA7hZCPEJEHyGiG+yX3QvgFBE9CuA+AH8shDjVLaOzjsFlmUyPcForGDpMjvAHnlhFqkKIewDc49t2m/KzAPB++x/TBq7SYXqFXHhUML1VOqzhDyZ81BPAYEmH6REv2TCKK6bHsWm8NFB1+EwwvAwtAdyVtgkbwvQ9W6eGcfc7XwEAmK+6YxU5wh9M+KgngKzS4Qif6SUs6TB81BOAe+kwSaA6eZZ0BhM+6glg8MIrJgFMRUPM93k/fCYYdvgJwHX4TBLwSluGj3oCcB0+kwRE5ET5XIc/mPBRTwCuw2eSQiZu+30AChMMH/UEcKp0OMJneoyUcjjCH0z4qCeAG+EnbAgzcMgInzX8wYSPegLwSlsmKWRkz1U6gwk7/ATgOnwmKWRkb/Iy74GEHX4CcB0+kxSmTsgZGoiDjYGEHX4C6DzikEmInKEhz8mjgYWPfAI4E684wmd6jKlrXJI5wPCRTwCuw2eSwtQ1LskcYPjIJ4DBkg6TEHlD45LMAYaPfAJwHT6TFKbODn+Q4QEoCcARPpMUe1+2EbPztaTNYBKCHX4C6Jy0ZRLiNRefm7QJTILwvV0CcB0+wzBJwA4/AbgOn2GYJGCHnwAGl2UyDJMA7PATgHvpMAyTBOzwE4C7ZTIMkwTs8BPArdJJ2BCGYQYKdjkJwHX4DMMkATv8BOBeOgzDJAE7/ARw6vA5wmcYpoeww08AnZO2DMMkQCyHT0S7iegAER0kolsDnr+RiE4Q0UP2v99deVP7B4PLMhmGSYC2vXSISAdwB4BXAzgG4AEi2ieEeNT30i8LIW7pgo19B/fSYRgmCeJE+FcAOCiEOCSEqAK4C8Ce7prV33AdPsMwSRDH4a8HcFR5fMze5udNRPQTIvoKEW0M+kVEdDMR7Sei/SdOnFiCuf0Br7RlGCYJ4jj8IK8kfI//A8AWIcSlAL4F4HNBv0gIcacQYqcQYufU1FRnlvYRboSfsCEMwwwUcVzOMQBqxL4BwLPqC4QQp4QQFfvhpwC8dGXM608u2zSGd169FZdtHEvaFIZhBog4Dv8BANuIaJqIcgD2AtinvoCI1ioPbwDw2MqZ2H8Uczo+dP2FKOb0pE1hGGaAaFulI4SoE9EtAO4FoAP4jBDiESL6CID9Qoh9AN5DRDcAqAOYAXBjF21mGIZhlgAJ4Zfje8POnTvF/v37E/nbDMMwWYWIHhRC7FzKezltyDAMMyCww2cYhhkQ2OEzDMMMCOzwGYZhBgR2+AzDMAMCO3yGYZgBIbGyTCI6AeDIEt8+CeDkCprTK7JodxZtBtjuXpJFm4Fs2j0JYEgIsaTeNIk5/OVARPuXWoeaJFm0O4s2A2x3L8mizUA27V6uzSzpMAzDDAjs8BmGYQaErDr8O5M2YIlk0e4s2gyw3b0kizYD2bR7WTZnUsNnGIZhOierET7DMAzTIezwGYZhBoTMOXwi2k1EB4joIBHdmrQ9QRDRRiK6j4geI6JHiOi99vbbiegZInrI/nd90rb6IaLDRPRT27799rZxIvpPInrC/j81o7qI6EXK/nyIiM4Q0fvSuK+J6DNEdJyIfqZsC9y3ZPF39nn+EyK6PGV2/xUR/dy27WtENGpv30JEC8p+/2SKbA49J4joQ/a+PkBEv5KEzbYdQXZ/WbH5MBE9ZG/vfF8LITLzD9YAlicBbAWQA/AwgIuStivAzrUALrd/XgXgcQAXAbgdwAeStq+N7YcBTPq2/SWAW+2fbwXwsaTtjDg/ngewOY37GsDVAC4H8LN2+xbA9QC+AWum9C4AP0yZ3a8BYNg/f0yxe4v6upTZHHhO2N/NhwHkAUzbPkZPi92+5/8awG1L3ddZi/CvAHBQCHFICFEFcBeAPQnb1IIQ4jkhxI/tn8/CGvm4PlmrlsUeuIPpPwfg9QnaEsUvA3hSCLHUFdxdRQjxHVgT4VTC9u0eAJ8XFj8AMOobJdozguwWQnxTCFG3H/4A1qzr1BCyr8PYA+AuIURFCPEUgIOwfE3PibKbiAjAmwF8aam/P2sOfz2Ao8rjY0i5IyWiLQAuA/BDe9Mt9m3wZ9IkjSgIAN8kogeJ6GZ72zlCiOcA62IGYE1i1kWzF94vQ9r3NRC+b7N0rt8E625EMk1E/0dE/0NEVyVlVAhB50RW9vVVAF4QQjyhbOtoX2fN4VPAttTWlRLRMIB/A/A+IcQZAP8A4DwAOwA8B+v2LG1cKYS4HMB1AN5NRFcnbVAciCgH4AYA/2pvysK+jiIT5zoRfRjWLOsv2JueA7BJCHEZgPcD+CIRjSRln4+wcyIT+xrAW+ANaDre11lz+McAbFQebwDwbEK2REJEJixn/wUhxFcBQAjxghCiIYRoAvgUErptjEII8az9/3EAX4Nl4wtSTrD/P56chaFcB+DHQogXgGzsa5uwfZv6c52I3g7gtQB+Q9iisi2LnLJ/fhCWHn5Bcla6RJwTWdjXBoA3Aviy3LaUfZ01h/8AgG1ENG1HdHsB7EvYphZsre0fATwmhPi4sl3VYN8A4Gf+9yYJEQ0R0Sr5M6zE3M9g7eO32y97O4CvJ2NhJJ7oJ+37WiFs3+4D8Ft2tc4uAL+Q0k8aIKLdAD4I4AYhxLyyfYqIdPvnrQC2ATiUjJVeIs6JfQD2ElGeiKZh2fyjXtvXhlcB+LkQ4pjcsKR9nUQmeplZ7OthVb08CeDDSdsTYuMrYd0S/gTAQ/a/6wH8M4Cf2tv3AVibtK0+u7fCqlZ4GMAjcv8CmADwbQBP2P+PJ22rz+4SgFMAVivbUrevYV2QngNQgxVV/k7YvoUlM9xhn+c/BbAzZXYfhKV7y/P7k/Zr32SfOw8D+DGA16XI5tBzAsCH7X19AMB1adrX9vZ/AvB7vtd2vK+5tQLDMMyAkDVJh2EYhlki7PAZhmEGBHb4DMMwAwI7fIZhmAGBHT7DMMyAwA6fYRhmQGCHzzAMMyD8P+CkfG/1TbONAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "show_num = 12\n",
    "show_record_num = 24 * 7\n",
    "x = list(range(0,TrafficNode_TTI[:show_record_num,0].shape[0]))\n",
    "for index in np.random.randint(0,len(road_id),size=(show_num,)):\n",
    "    plt.figure()\n",
    "    plt.plot(x,TrafficNode_TTI[:show_record_num,index])\n",
    "    #plt.title(\"boundary id:\" + str(id)+','+boundary[boundary['obj_id']==id]['obj_name'].values[0],fontproperties=font)\n",
    "    plt.title(\"boundary id:\" + str(id_order[index])+','+boundary[boundary['obj_id']==id_order[index]]['obj_name'].values[0],fontproperties=font)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Extract road location information.\n",
    "<font color=#0029CC size=4>A road is composed of a series of points(lng,lat). We choose the starting point, the midpoint, and the ending point of the road to represent a road.</font><br>\n",
    "<font color=#0029CC size=4>The red points in the picture below are the points we selected, and the blue points are all the points on the road.</font>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Randomly select a road and see if the extracted points are appropriate.\n",
    "show_ind = np.random.randint(0,len(road_id))\n",
    "extract = str2point(boundary.iloc[show_ind]['geom'])\n",
    "strinfo = boundary.iloc[show_ind]['geom']\n",
    "float_pattern = re.compile(r'\\d+\\.\\d+ \\d+\\.\\d+')\n",
    "tmp = re.findall(float_pattern,strinfo)\n",
    "point = []\n",
    "for row in tmp:\n",
    "    locInfo = row.split()\n",
    "    point.append((float(locInfo[0]),float(locInfo[1])))\n",
    "\n",
    "for dot in point:\n",
    "    plt.scatter(dot[0],dot[1],c='b')\n",
    "\n",
    "for dot in extract:\n",
    "    plt.scatter(dot[0],dot[1],c='r')\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [],
   "source": [
    "# start extract station info\n",
    "StationInfo = []\n",
    "for index,id in enumerate(road_id):\n",
    "    tmp = []\n",
    "    tmp.append(str(index))\n",
    "    tmp.append(index)\n",
    "    for point in str2point(boundary.iloc[np.where(boundary['obj_id']==id)].iloc[0,2]):\n",
    "        tmp.append(point[0])\n",
    "        tmp.append(point[1])\n",
    "    tmp.append(\"obj_id:\"+str(id))\n",
    "    StationInfo.append(tmp)\n",
    "#print(StationInfo)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Export data to release_data_dir.\n",
    "<font color=#0029CC size=4>Note: `StrictDataFormat` is our data format that can be recognized by [dataloader](https://di-chai.github.io/UCTB/UCTB.dataset.html).</font>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "TTI->>>TrafficNode dimensions should be (8736, 752).And it is (8736, 752)\n"
     ]
    }
   ],
   "source": [
    "release_data_dir = os.path.join(os.getcwd(),\"release_data_dir\")\n",
    "tti = copy.deepcopy(StrictDataFormat)\n",
    "TimeRange = [\"2018-01-01\",\"2018-12-30\"]\n",
    "TimeFitness = 60\n",
    "\n",
    "# tti\n",
    "tti['TimeRange'] = TimeRange\n",
    "tti['TimeFitness'] = TimeFitness\n",
    "tti['Node']['TrafficNode'] = TrafficNode_TTI\n",
    "tti['Node']['StationInfo'] = StationInfo\n",
    "delta = (datetime.datetime.strptime(TimeRange[1],\"%Y-%m-%d\")-datetime.datetime.strptime(TimeRange[0],\"%Y-%m-%d\")).days+1\n",
    "print(\"TTI->>>TrafficNode dimensions should be {}.And it is {}\".format((delta*144//6,len(road_id)),tti['Node']['TrafficNode'].shape))\n",
    "#tti"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "`西安市` dataset is Done. You can find it in `release_data_dir`\n"
     ]
    }
   ],
   "source": [
    "import pickle\n",
    "dataset = 'DiDi'\n",
    "Type = \"Road\"\n",
    "value = \"TTI\"\n",
    "city_ascii = (\"\".join(lazy_pinyin(city)[:-1])).capitalize()\n",
    "\n",
    "with open(os.path.join(release_data_dir, '{}_{}_{}{}.pkl'.format(dataset, city_ascii,Type,value)), 'wb') as f:\n",
    "    pickle.dump(tti, f)\n",
    "print(\"`{}` dataset is Done. You can find it in `release_data_dir`\".format(city))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.5"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
